{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2 \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from myfun import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读取模板数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread(r'resource\\images\\ocr_a_reference.png')\n",
    "PltRGB('moban',GetPltImg(img))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 灰度图 + 二值化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gray_img = cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n",
    "_,ref = cv2.threshold(gray_img,10,255,cv2.THRESH_BINARY_INV)\n",
    "PltGRAY('0-1moban',ref)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 计算轮廓"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "contours,hierarchy = cv2.findContours(ref.copy(),cv2.RETR_EXTERNAL,cv2.CHAIN_APPROX_SIMPLE)\n",
    "cv2.drawContours(img,contours,-1,(255,0,0),3)\n",
    "PltGRAY('Cnts',img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将轮廓从左到右，从上到下排序\n",
    "contours,__ = sort_contours(contours,method=\"left-to-right\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 制作10个模板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "digits = {}\n",
    "for (i,c) in enumerate(contours):\n",
    "    x,y,w,h = cv2.boundingRect(c)\n",
    "    roi = ref[y:y+h,x:x+w]\n",
    "    roi = cv2.resize(roi,(57,88))\n",
    "    digits[i] = roi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: array([[0, 0, 0, ..., 0, 0, 0],\n",
       "        [0, 0, 0, ..., 0, 0, 0],\n",
       "        [0, 0, 0, ..., 0, 0, 0],\n",
       "        ...,\n",
       "        [0, 0, 0, ..., 0, 0, 0],\n",
       "        [0, 0, 0, ..., 0, 0, 0],\n",
       "        [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       " 1: array([[  0,   0,   0, ...,   0,   0,   0],\n",
       "        [  0,   0, 200, ...,   0,   0,   0],\n",
       "        [  0, 209, 251, ...,   0,   0,   0],\n",
       "        ...,\n",
       "        [  0, 228, 255, ..., 255, 252, 233],\n",
       "        [  0, 216, 242, ..., 253, 216,   0],\n",
       "        [  0,   0,   0, ..., 210,   0,   0]], dtype=uint8),\n",
       " 2: array([[  0,   0,   0, ...,   0,   0,   0],\n",
       "        [  0, 216, 242, ...,   0,   0,   0],\n",
       "        [233, 252, 255, ...,   0,   0,   0],\n",
       "        ...,\n",
       "        [255, 255, 255, ..., 255, 252, 233],\n",
       "        [255, 255, 255, ..., 242, 216,   0],\n",
       "        [255, 255, 255, ...,   0,   0,   0]], dtype=uint8),\n",
       " 3: array([[  0,   0,   0, ...,   0,   0,   0],\n",
       "        [  0,   0, 200, ...,   0,   0,   0],\n",
       "        [  0, 209, 251, ...,   0,   0,   0],\n",
       "        ...,\n",
       "        [  0, 228, 255, ...,   0,   0,   0],\n",
       "        [  0, 216, 242, ...,   0,   0,   0],\n",
       "        [  0,   0,   0, ...,   0,   0,   0]], dtype=uint8),\n",
       " 4: array([[  0,   0,   0, ...,   0,   0,   0],\n",
       "        [  0,   0, 146, ...,   0,   0,   0],\n",
       "        [  0, 178, 246, ...,   0,   0,   0],\n",
       "        ...,\n",
       "        [  0,   0,   0, ...,   0,   0,   0],\n",
       "        [  0,   0,   0, ...,   0,   0,   0],\n",
       "        [  0,   0,   0, ...,   0,   0,   0]], dtype=uint8),\n",
       " 5: array([[  0,   0,   0, ...,   0,   0,   0],\n",
       "        [  0,   0,   0, ..., 242, 216,   0],\n",
       "        [  0,   0,   0, ..., 255, 252, 233],\n",
       "        ...,\n",
       "        [  0,   0,   0, ...,   0,   0,   0],\n",
       "        [  0,   0,   0, ...,   0,   0,   0],\n",
       "        [  0,   0,   0, ...,   0,   0,   0]], dtype=uint8),\n",
       " 6: array([[  0,   0,   0, ...,   0,   0,   0],\n",
       "        [  0, 216, 242, ...,   0,   0,   0],\n",
       "        [233, 252, 255, ...,   0,   0,   0],\n",
       "        ...,\n",
       "        [233, 252, 255, ..., 255, 228,   0],\n",
       "        [  0, 216, 242, ..., 242, 216,   0],\n",
       "        [  0,   0,   0, ...,   0,   0,   0]], dtype=uint8),\n",
       " 7: array([[  0,   0,   0, ..., 255, 255, 255],\n",
       "        [  0,   0, 200, ..., 255, 255, 255],\n",
       "        [  0, 209, 251, ..., 255, 255, 255],\n",
       "        ...,\n",
       "        [  0,   0,   0, ...,   0,   0,   0],\n",
       "        [  0,   0,   0, ...,   0,   0,   0],\n",
       "        [  0,   0,   0, ...,   0,   0,   0]], dtype=uint8),\n",
       " 8: array([[0, 0, 0, ..., 0, 0, 0],\n",
       "        [0, 0, 0, ..., 0, 0, 0],\n",
       "        [0, 0, 0, ..., 0, 0, 0],\n",
       "        ...,\n",
       "        [0, 0, 0, ..., 0, 0, 0],\n",
       "        [0, 0, 0, ..., 0, 0, 0],\n",
       "        [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       " 9: array([[  0,   0,   0, ...,   0,   0,   0],\n",
       "        [  0,   0, 210, ..., 210,   0,   0],\n",
       "        [  0, 215, 252, ..., 252, 215,   0],\n",
       "        ...,\n",
       "        [  0,   0,   0, ..., 252, 215,   0],\n",
       "        [  0,   0,   0, ..., 210,   0,   0],\n",
       "        [  0,   0,   0, ...,   0,   0,   0]], dtype=uint8)}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "digits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "PltGRAY('0',digits[3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 处理输入图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#初始化卷积核\n",
    "recKernel = cv2.getStructuringElement(cv2.MORPH_RECT,(9,3))\n",
    "sqKernel = cv2.getStructuringElement(cv2.MORPH_RECT,(5,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 读取图像 + 预处理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 灰度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "card_img = cv2.imread(r'resource\\images\\credit_card_01.png')\n",
    "gray_card = cv2.cvtColor(card_img,cv2.COLOR_RGB2GRAY)\n",
    "PltGRAY('gray-Card',gray_card)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 礼帽操作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tophat = cv2.morphologyEx(gray_card,cv2.MORPH_TOPHAT,recKernel)\n",
    "PltGRAY('tophat-Card',tophat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iFWnbtlOtmtPWm+BJu1ToVClFGhCfAYnm4hWpbztoDiNFIq2VgEz+wwefkHnTiRLlRbRUaBAqLIyqJ3xhlFakRdA0DVNTU9i3bx+mp6dTJ53n+zDtdhu2baNSqUQKflCpPNd1YVkWFhcX8dprr2FxcVHkqxAEkQCRWvVFRFSc8lrl55EJrlarKZ1oid4z3zbJq00NlUgDwNTUFO644w68+c1vxvj4eOrjW60WlpeX0Ww2MT4+jlqtlvocKysrOHv2LM6ePYvV1dXYzz/11FOYn59PfR3utPCDP/iDic28Bw4cwMjIyIafjY6OYvv27aHHNBoNfPOb38Ts7Oym37mui3a7jVarhXa7ncmgwTtwFHyQ85u4knRUr5mMrCPFh5sY0ziIBeWoDnvXPLSK/ztrhr1oEc/cpdoPSaQv5y3QwBCKdFHQNA07duzAjh07Yj+7srKCo0ePCl3HdV3s2rUrkdXgyJEjuPnmm1N3hrm5OfzDP/wDTp8+LXSPgHiHAa6l4EuCd1BdW1tLtG1C+47lwz+Iph1Uo0Jx/J7NWUHibGJsbEyozKYXx3E2OGnZto1Wq5VqzPF6ouf9ToZKpIuaizaOrJO4jI+P49ChQ3jLW94idHy9XseePXuwvLyc+JhGo5HIihCG913K5CZOcmxZ282wwlc6/rSfIkLt37Li21VZM+wC7a2DLWvi9lrBut0uWq2W0Dl4hEfeDJ1ILy4u4vjx45ifn0e1Wk19Dsuy0Gq10O12Y71F/UxPT2PPnj1ot9uFiaOcmZnBW9/6Vlx33XVCx9dqNYyNjeH+++9PfEy328VXvvIVfOELXxC6ZtkpY6RAGeADe1iflM3LnFcGsWEXaF3XUa1WUa1WlT4Hy7ISV57y0u93MVQiDQCXL1/GlStXlJwrrRl0z549QubkrEyte/fuxZEjRyL3m+MYGxuDYRipzuE4Dvbv3493v/vdiT7f7Xbxyiuv4OjRo1hZWdn0e773ODs7i2azCSDZQNcPE7bMfhafzZPpfTO8BrRfiFUJKi+QkcdEqd+i0E90Xe/lMiiCQAMb30c/JspDJ9L9HOAuXLiAy5cvC5ndZPjnf/7nTdccHx/HT/7kT25yEguD10f1I7I60TQNhw4dwqFDhxJ93rIszMzMYO/evYEVkEZGRnqmrKTP6ktf+hK+853vpL53GWQHnmEevKPgPglZPR+voxiRHaZpol6vK3UQcxwHzWYTjuOgUqn0fibzPtMUGFEh6kMn0v3E78CQF0F7MOPj46jX6wCSWQSyTqUYx8jICHbu3Lnp59wBLy3f//73VdxWYvL2CB0WeB72uGdr2/amPeok8H4hujfazwpYRSToufNtinq9vukZ27YtLNq2bWN1dXVTDQbZQkNpUtCqgER6SBkZGcGWLVsArK9Uo5xhdF3H2NhYXre2CU3TMD09jdHR0cDfjY+Pw7KsVBMgWY/RpGThERoULjSMmKaZagD3rp7S1J/2Om7mYYkbpneraRoqlQqq1WrgJEjEk96bz0LFswwKzeNOZLJ5uZNAIp2SQSn3ODIygomJCei6Huutyhjrrbr7ga7r2LZtW+RneFED13WxtraWiwduHFlYH3icZl77o0UkbP85D/KYIA3Le9U0DSMjI7FbFWlDpVqtVmAiKVGCzhMX8UEi3Sf44CBCXqEbSRkbG8OePXsSebibpln4Wt68cILruj3nsX7S7+2BQaWfAu1lWIQ0CxhjqNVqvWp0MgufTqez4V3w/ecg+OdUjcMk0gVFpEHx2Xca01zWXrzVanXT6jjMfFN0gS4aJNDZwIubFAHu7U2kR9O03qRaVT/pdruR5m0+npbRAZBG3xzgTkNpBhjbtjNdEXKz6SCSxGqRxQDL955JoNVjGIbSyaK/OlHSlY/XCYlvOxDJ4F74aX0JouB9vdPpRC5qeG3nMkIiTQRSqVR6jlpl8kp2XRfLy8toNBqhn+l0OoHx1jIM8qSnn3DHrSyerUw+dj4Ro7j1ZGiahlqttqkymSyO42RWE0AGlYVdSKRTwGNx01JGc7GmaUIZ2fqN67pYWVmJHHjX1tZSpTCNgwQ6G7IUaGB9gPeGZqW5Tpkmrv1G07TQ+GeResu8bzebTTQajcSpffMUcr41E+UUl9QKUz716BOVSiV1Y3IcB5ZlKSn8TSSDV92KEumlpSWlJUJJoNXDQ3OywpuzgHwIkpN2O4evoP3H8LFR5B07joNGoxFaJCPI87qfK+2wsT+pJpBIZwjv/JZl5Z5lLArGGLrd7iaTcKVSKeWq34umadi3b98GU+ba2tqGz8zNzUmvpIc9v3KWZO0gZts2LMsiYU4JTxyT9N3ECTq3SibtR1x8+fsLmxzbtt2XpFFZUe4RuSQUKfQKWO8Ui4uLePjhhzf83Gta5N6XwLWEIW9/+9uxa9eu3O83DZqmbchM5jgOLl26tOEz3CQuAncATCvSeZU3LDtZmrf5O+DiELS6i8Mff1u0vdCsSLvHmnTFnWb70LZtpfHPZSF3kZYpmu19OVEDXhleoshKwbZtJZ6RjDHMzc3hC1/4QmJTzIEDB3DrrbdKXbcoNJtN4TKZ1WpVyNpAITvxqPbg9uK67qaY2qDPxDGMIpF2vM4iwoF7Z5fl2atMNtSXlbSomdB7XFhn9rra51FSLg5/Y5WdoKgwszLG4DgOtmzZgpmZmUTnm5mZKb0p3EvenZ1M4+HkUSBjkMyfeeMPVQvrO1ltAaWJb/Y6iMkuBGWgZCZ9wL8KMk0zkdOD/zPdblfIRJbFKuzWW2/Fe9/73sCc2H5M05QqaZkHrVZr03NS1Vn4ZIvEVi1JC2SIwh2Uwn6XlrKs5LIibMJjGEbPuVbEwTbqd0kF2vuuRRdDRUx2QiKdkCCRFjV79hv//miSVUy9Xk9c1jIPut0uVlZWNnTwuIQGHNd1I9+dv6OqMN0Ny95lGrIWaF6BKkxY6Z2kI+w56roe6MGdFMbYpnGRh8fF5cjmcF8DmdTNRW0PuYt0kmxQKtPFDQq8eESr1Qoc1NIWwCh7WJhhGOh2u4FlOKOwbRtLS0uo1Wqbfpdk1i5qNuXP2j/giHj9l2lvLoysPbi73W4hV0VlIem+smEYqNfrSuuk8xrQad+frL+OruupatLnRSFX0oPsZCMSVO+fTQY1orjn5a+l67ouFhYW0G63N/xcNqYvT2ZnZ3H58uVUx3S7XZw8eVL4mqIdmB/nf/fDNhnl3vFZfW++CCjqqqhMxPV5XdeF8kf44ZY93kcajUbqfuaNRpGhUqlsGBNl4NYA2bZeSJEuA91uVyi3dqfTyWQCErei5Ent+b81TcO//uu/olar4ad+6qeg6zqq1Wrk6mZ5eTmwI4yMjAR2VFVp8cI4efIkvvSlL6WacTuOg7Nnz2Z2T2kZJjHJuoIVCXR+8JwKKvo3r1wnMy4WcRGhChLpFHgbQtLVftFMJ36++93vAgDuv//+yEQF3W43NGwpbE87bDDm6R5VcOzYMTiOk7rCWBhB75QGfXmy9uD21hMnsoMxhmq1qjSWXTaHwCALNNBHke6ne7wIZW8I/iownU4HzWYTpmnim9/8JrZs2YIPfOADyq8ZhKqV1Pz8PDqdDkzTlBZS7rU6qNss/YSvnrMU6KIlDBoEvOMt36OuVqub+i/Pfy7Sr4MyAqZBham96PQlmckgEjazTFMCL88VG5+92raNVquFr33tazh06BBuvfXWVJ2NMYaFhQWcPn06kdl5enoa+/fvV9I5FhYWlDwz27YLWUlnEFC1VxgEL3hDEyv1eFe33AoStYJOItJB2dpWV1dTO4gFhUPGOSSHeYmTSPsog0CHzfjj7j3IWzgN3KOxX43mwoUL+Ku/+itomoatW7emOvbKlSv4wz/8w0SpNg8fPow777xT8C438p3vfEd6gO52u4lDt4jk8MyCWRYfIYHOHm7e3rJli/S7bLfbPUG2LAutVkuo34kU5fCmgy0buYl0GQQa6F/4F5+J9nPQeeWVV/Anf/InqeOhO51OZP1mLydOnMCJEydEbi+WHTt2YP/+/alzajuOg9OnT+Ps2bOlmFkXHe5z4O9HQc9WZFzgoXI0scoWvoJWPR62Wq3YFK3ENXIR6bIINIFQz2fTNDE+Ph7aYScnJwEEv2teWi7JilWk49q2jR07duBNb3oTdu/enXpQcV0Xhw4dwiOPPJI6pIvYCPfgTlPZKA1coGmAzxa+/6zSG5/vP5d1RdsvpEVapBrQICL7vYr+XPhKP6rDRjkHxZmoHMdBq9XC8vJy4LMwDAO1Wg21Wg2VSgWVSmVD6r8DBw5gZmYGMzMzkfcYNElot9tYXFwcuphl1fCVV1aQeTsfeF/z9gfZ8Yk796l4f8OWzpVCsHzwcmhReCcm/N9pZ4djY2O48cYbN107rjEtLi7iwoUL0vWQywRjDOPj49i/fz/27duHXbt2YceOHamzrAEgM1tGZFliEiCBzgO+TVGr1QKdslzXFZrIOo6DtbU1tFotJX2v0+kMlXW2MN7dRRk4k8zSvA01jSXB62FYrVZx++23p76/06dPY21tbWhEOuv42qKj6ntn2b+yTFDCszbR/nO2MMZQqVRC+xqfJImksW21Wsq3KMqe1jgNhVpJF0Wo05A0Abz/s2UbdCzLQrvdRrValZ5oBX0uLB81N7Gr6pBB1yljuysCPMUn/7dqaP85H7gHd9xkOO1Yx8eMrN7fsAh1oUSaKC6u6/ZiGrloipg3m81mz3SWBtu2sba2hitXrvTOU61WN3xm69atsXvfly9fDry2NzxkEFFtweICnWWJSRLo7NE0DbVaTWmteNd10W63qYa3Igoj0rzoQxmQLbIAAKurqzh69GjqcywuLvbN1M1z7ALr3t4ie8KitNttnDt3DufOnQv9zL59+3r3lDbV4MrKCpaWlqTvc1jIssRkmWNay4RhGJmk+Gy1WqXOAKdi60Zl3yiMSAPlEWoV9ygq0sOGt5B7HK+++uqG48q2pQDIDxD97j8y6X69WfCIbOEZxFT6EgyCQIumNw06jyooBKsPaJqGffv2pT5uaWkJi4uL6m9IkDzepYjY8k6WprOl2W/LAr4vKDtA8DrKWXwXf1SDSniKzzJOrMoGX0GrfIc8tS5ZQK6hqi1Li3Rapx6aJa8n/uAxvqZpbopJDKNarW7KBsbji1dXV3N9tpZlwbKswjlulDXWmbcH2efJHe1UV2jzxqRHHSu6kiaBzh7GGGq1mnLzNk/xKXpPotcdFgpl7h4G/OFb09PT2Ldvn3DHabVaeP311/HCCy8kyp2dliSdKOgzea9MVQjcoKD62QdNxGWv4T0+SX4AQg5d13sJgFThui46nQ7a7bbQ8dRfk0EiTYRSFuEr6+q5LKRpA0lXw2X1GSgjYQLNJ0ai1g9RgVY1pmQxNvFc/qJjCj9e5aSTRLoPcAeZIosLCXT+qHSaKroTZpHvbZDQdX1TBjFZeO11kRCrMowpMtE7XKBJpEvO6uoq1tbWUK/Xe0nsRRuvZVlYXFxU6rChQqDzEIlBEui491eGwS0JWaw0iM14M4hFkVZQbNvuhWGK3FMZEBXZrHyCSifSorljiwKfhQLrsb8LCwt9vqONqFxBVyoVJeeivM39hZv/ZN8lCXQ+8EgBlQlKgPV+KLr/XDaKNN6UQqRlhUPTtEIJdVFRbeLWdV2JowrP3zzIqKxjrnq/V5WoDvo7LAK8xKTqYidcoGmClT+FFWnvzD1tHHZRGlLZVv08RMOfbjMN3Jkkj+8xSLl7VaXZ5JYa1X3Atu1NYVhJSZv9jRAjC4Hm4XHDsoIuIoUVaaA8exiqEakqxDuTzOBsmqa0WZOLTR6z7iJNyIpCln1GpAoSQE5iecAziKmE52AomhVy2NpToUUauLailslqxvfCypINhzt9pEXX9cKYpPjzlt0Xo/3oYlGEtkVcg0+KRcaLKHgGsSJumwDDtYArtEh7Ky3JmHD4Hl1ZRFp0b9IwjA2OaVlfL45utwvLsmI9TMOwLCsT020RUfUd+2FdUDlgDsO7VkVWDmKO4+S2ZUXEU2iRHlZkBr1KpSI1IeEdNI6owdT7u3a7LTQJsG1bqKRlWbFtG41GQ8qBjG95EINP1h7cw9LvykBhRZrP4lQ3wjwRnYnKOn5Uq9XEHr7ea/HiDHHw1VrSjuyPq0wzCYn77KANJllXgaJVb/nRdX1TDn9ZeAaxMlewKhIqI2UKrYDcK1TXdek8wXmuMPqdNJ57abfb7cgBX3TVRnvE5YTvX6qAF1Yg8kXXdeUOYrzEJPVrdYhGQgRReJGWHQi4QOcl0jIzKJWrHB6OUUTvTKI/6LquxDLlj1sfpFC4IqPrupIwPS8k0MWn0CINXBNZkdAgvq9ZJlQLtYjXJ/eGz4N+Wx2GCdUDfBaoTOgySPAiGSrJwoObuIYqJ87CizRwLV6v6ANMERHJoZ31c/bez8jISOrr8fZAQt0/gsIcZduNaZrKVvqi9Y2LBncQC6rlLfO8RQpkMMZgGIaQz4xI1EnUfRSNoMkl9y8Js1IktV4USqTjBt0ymNXCvkPR79tLnmE8ZXing4Kq5xzm46FCPGSPH6SJW1gWOt4/GWNClod2u53awqhpGkzTFN5r1TRNmR+DKmdiVemG+XPxY1kWLMsKfV5Jn0VhRDpp5ypDJwy6x6T3zRjrhUDJegiKHh/X+XmHC4NCgYqHKjOybdvKVkREOJqmYWRkRGibL6zvcZFM2zd5ciWZqBOe8yJNVsSwNisj0vza/G9u6hfVlUqlknk1vsKINLGOaJ5j13WhadqGBpO2g3PTmt+8luYe2u02Go1G6uOy/DyhZhXNk8vEQdYROQzDQL1eF36GmqZtGkMcx4FlWUL7z6o8ldOcg49jRW5HUemb+aQkKoImqbiTSA8IQavftNWQeF1rFSv4pNCqrPjwFVgaU6XIRIqbBmULeZS9TcmKoq7rG0S6bM/EO47xMalI5H0/hRHpNA5OKuraFhmR+ytaQ05aHpRCP4oNT3KRx/YFv5aoCXHYstQlQZVA5xHx4V09Z7mS5t9FNtlUXmNuYURaBapqFw9zSAINcIOLiNOObdu59gcu1DLHE9cK06h6d6om02Hvxzsp89ZsSHOOpHDTvwrCnq/KdjhQIp33vknR8DYMke/BQ1dkasf6GyfFQReDrNONJkFVnG+32x3oiTT37RBNPsO9llU9o6ytKF7fmazN2yoFOioKxrIstNttmKYZ+h6STkYHSqSHGb/DmQoPSBlU5q4lyoHXcTHo3ce1yTyT6BSZTqfT25dOK5Cu66LZbJZmksu/Z9zqWRY+cVExUU26jcczXYaNg0nfbSlFOqgBqhSEoLjEYcA7M5R5no7jbPDwHZbnN+zwusb+KIMk8Ekm7Smvk7QaXdBxZYC3D69Ic0SdBsN+zh0fVbWrJM+42+2i0+lEVhQb+JV00It0HEc6Zi1oBTgsg4a/oIlIZ0kTB0kQRDD9qAueF16BVhVj7Hc85r5F3DpT5meZq0ir2hMLEw8+wxF98f3esysKos8hbGAZtnKThDj+SbJ31cInkWVZLRKb8W6H8PeselvMu2oehLaSm0jn9bD4DIr2Q+Xwm6wJIo6oYjhJJs5BkzXvuEFWmnLjFWhVJVO9eOvcD5IlQlqkbdumldIAQuJMpCUq4YlIFjtaOZcff3IkkTSnSfC2lUFrL9IiXdQZC60C5aFnSKShiOMA0T94Tfs4p7CgnyXx9Pfm4bZte2CjA0rrOJYEEhl5+vEMabAvPiJFH0RW0rz9UZsoF1ygRcOq+Oo7qehykR5EBlqkARJqFfifoehgG/V773lVvK9B7bBFIs17ihps6V0NFrxQT5Zxz94xpeze23EMvEgDJNQq8D7DtM+Sr4SiBmrDMFCtVqXuEcg31/QwwxhDrVaTPo9MdSZi+OCRJ97kTYMs0IACkU6bWUp0D1s2wJ2XchwGspzBZoVhGEqKucvmfiaSIVOtygtPYEIQSfCumgddnDnSo2Jar81Op5M6DlfVKlhFspNhJqtOEVRmkyCI8qLCodi/yPLuOw+LQANDYu72Qma1ZESlCBXpIFHHkEgPN0WNECHEiKo/LptoahjbytCJNBGPd/84LP2qSlSJNDd1U+a47FHRBnjyk2EbdIeBsD4oU3hnGAUaUCDSpmmGPnTZ4tre8ww6KpPKO44jtC/NO0HeGdtUJDjg5f1kymwSyeHmR9lqa4ZhQNO0DWbMTqczFH2eSM6wCjSgQKR51ZsgeCUQ4FrnI3Nz9og2aNmOICq0so5ujuOg2WySR3fOtFot1Ov13v+TrpL8Wyne8YNPEId1QB50qI+mJxdzt2jZNUKcsph8VXgHt1ot6vx9wHEcrK6uAlifaFUqlVJGFhBEkclcpG3bppAYIhO63S6azSZZZwiCGFgyFWnHcWh/KSFFe0Zp70dmRcz3k9MeQ0kwioNt22i320I1gv05mOmdEsQ1pEW61WqFDtDcFEYUE03TYBiGlNNat9vdkGBAJCtZXDKLYYyNLCODWIGIIESxLAvdbheVSkXqPNIivba2Fjoge39OA2yx4AnwRUOfuPOPrutot9ub8ueKrKj85+b/HuTk+QRBEFFIi3SS1IBpvYaL4G6vMgSp398lTyhPOkEQhDoyz90tKlBZnJNYRyahAEEQBJEfhck4piL1pGo0TUOlUpEWNL5XVwQvd/5duLVC9DlHHes9t4okJUVoCwRBEP0gc5FOMsj6V3YyA7sq55WwZAsipClenhciHtX+46OwbVs6BSDtReeHzHsiCCI7MhVpnmIyriOrTIDAUwyWZfDQNE0oZCUqJWgR4HmZRbzHSaAJgiDWkRbpqDzPSbNeDauzEa/Jq1KkizRB4bHMIiJNEAQBoJffPS2O4wxEJkIlIj2oOI4D27alzd1h+9GihSVkchv3QwBJdIvPsE6UiWJjmqawXxAfv8s+/hTGcUw1quoTd7tdMMaEq/3w3NJ+qH4yUTTKPpgRgwNjDJVKBaZpCp9D0zTUajW0Wq1St+2BFWlV+GsUp53R+WdyWYc/kQMQQQTDt5dk4P2kLAVsygrPhiiLruswDCM2q2GRUSLSKmshFxHuMa5CYP1Z2EQ7e9g2Q14x0CreX5JEOEEMwj4TkS+6rgu3Ny/c54NEmsgLWkmnQNYpK8jErXpvuWz7imW7X6IceNuVrutCZtOg/k61rom8ySUtqBcelpU1juPQvm8EsivupOF1BNEvuC+JqNnUm9+A2nn2eMNRGWO9XAuylP3dDfRK2ivUMvtRQaatopq7okLigI1VqmTMf9zkR6ZnoqiYpildRIZ7CHv7e1kiWlRufeX9nXmehSQM+mKhLyKd5wP1CrXMytp/z0UVaaA8M8e8rCrE8FGv13tOQ6ZpCvvN+GuWd7vdQvd9L0myJSYNAw0a/1Q9B5Hytl6KlBsiC3IX6X48zKKYvlUIkmiD9pZ+LMo+MAk0oRoeuuM1catYUXLLUVkEOilJn43/M6oFWpRBFmdOriLdz6LweVxXdCKQ5N4YYzBNU8hkz8PIvPtrst7qtAomigYP2/H2ExWTc565itq7OoLGnbitOi9ecR50oc5NpIuQ+cW2bSV5woM6q8yed1zn56sDmT1k0zQ3FNTwhpWJ0O93OSyIiMygm/+C8IZYVSoVVCqV3u9kVmu2bcOyrJ4FqkzPNW6vVkXcuAgqyhCX7T2k+bmfXES6CAINoNfZRHJlc7zilsd3UiHQwLVBzG+mKsJ7ITbD9wpF0yEO03s1DGOD2MiWveWf73Q6WFtbK7WJO+67i0zUZeLEVW21lSk3R1SdhSRkXgWrH7P6qBco49YfZq7POoGIqv30ouxFE9GIVEYbRrh5W/Wz6nQ6aLVagel8BwnuGJcXNP6IIS3SUQKc1wyUiyRvBGlMON6yiGknEzKD6TCtdIjkkEAnQ9O00MILsuZtLtIEIYuKcV5apMNWkXmJUJIwg7jjDcPorZKT7hMEhS6k+c4iJkkS9sGGBDoZPIOY6pWZbdtYXV3d4LtBEKKoGq+lRTqss/CVab88ItN2YL76TnK/oiUmvXhDouLodDpKBqQy760NA2QOjMc0zdgMYiLjjuu6WFpaQrfbpckwUSgy25PmDk/e0J+ikzReMM/BlJL5E0S6EMRms5n4vNx6RuKcPbLPd1gnsZk6jnFTcqfTUX5uFavZMIIaU97iTBDENdLkCEgTxmNZFk2CS0KREjHlSeYhWHwGXJZ6nlHu8lk0kDKFEhDZosriRO0jGWWy8hHylC3OnZNLnLSmaYExulmS1okrjSNXv190WRsbEQ290/xot9sk0CVEdrEUdmyR+15uGce4qapopqUoBzeREndJQrlETOdFbkREMii7mziq8i3wFLn0TMvLsJm9M42T9sJT0Kny+HYcRzqlXRZJ86NW5LxhiYo/lYUsJyrzrg8r3W5XSfsncVZDvyec/DzDINa5FtgokvMVF708Oy2fAYo8B5FBWjSGvGjWjjIjI9De44d99TfM371o8O1LkbF8ECuJZU1f6kmrIqoEZVyn7lfIRZ7XJJHuP5VKRTpBCU9/WRbny36haRqq1Wrq4xzHoQQmCeFtUXSxpdKaOiyUWqTDYohVFRgQESua8YczbJ7sRbIcDQOiIg2s93XaTopG13WhrTovfNtTZSTDoPcxaZFOUrAi79qfaZxMZGsqiyBS5KOsYsW/57B8X06W4XplfzZZIvrcR0dHsba2RkJdQooq1HFjX9J7lhbpbrerpD7oMMEHgqwbVr+zlYnWqy17PeSgnO4ykxT+b24qzPqdqmqXZXqHmqZhdHQUjUaDthVKSNGEWnRxEkSpzd2y9PulZt2w+il2/Soo32/87zMq215Ri2mUVaT97S3t89U0DWNjY1heXia/jBCKPPEqmlCrYmhFuigvcxAbFgn0NaIGtUF890nQdV1ogsKfJS8t64WnIPael3shp2V8fBxLS0uFFqR+QJ7Z/WHoRLqIg+IgDQbDKtAiiLz3QWorYcT10SDnJdXPRdO0zARp2Bwo82QQn9PQiTSRHUU13xaVqO2Ifg42/bx2lCNnlLipFtQsJvMiscW8jQyi+BDJGDiRVhV+lQbRDGL9dupSFUM9NjYmlJylzAk6RKMCijTglrHdpkHmWVerVVQqlQ2ZzmTOJ9rf+PXijpUNaRINr+p2u4HtgcdTpyWLiollpxAi7TiOtDdcVA5uGaLuRyawP8wr3uvJq2o2H9SJuFk67cBhmiba7XbvPmu1mlQ2rbzD81RQqVRSH8OLuBQBvlcrKhqyE42ogjaGYYS2p6j71TQNjuNsqiXtzfCX5vtygeExvTLvLmqMiJvsJRFn2UmTaZpC8eVxEzaR8cswjL6Hwcn0iywohEgD12KHkw74hmHg3nvvxcGDBwEkn0kyxrC8vIyvfvWrWFpa2nTOqamp3iCsaVruJlzeQHVdh2ma0udLO8Csrq7GOs3w0qNRg0+lUsHk5GTgbJoPTN778g/aYUlqRAZLFe/Qe904kTYMA4cOHcLU1FTvZ0mcblzXxenTp/HUU08JD1RxA4VfoEdGRjA9PR173nq9HumINTY2hhtuuCHVwOxdNb3++ut49NFHNwz8lUoFMzMzvXtN8h6jVnBRY0tY2JXjOLAsK3YB4DgOLl++vGmSEDeJDxvzTNPE9PR0ohwUsosTwzCk6gkEtTmezjZt37NtGydPnsTU1BTq9Xrqe4rDdV1cuXIFa2trm36norpWFkJdGJEG0pnSJiYm8Md//Me4/vrrU1/ntddew+LiIr7xjW/0fnbo0CH80A/9ECYnJ5WIY1lZW1vDpUuX8O1vfxtzc3Ohn4tamVQqFRw8eBA7duwI7PyapqXugCLpBKenp1Gr1VJdx7ZtnDt3LvT3+/fvjz3Hzp07cffdd2Pr1q2pru04Dv7lX/4Fs7OzOH/+fKpjOVxQgtB1fZOFZmJiAkeOHIk978zMTORq67777sNtt90mPNB94xvfwPPPP4+LFy/27vW+++7Dzp07U1lq2u12ohSfuq5j586dvf8nNbPOz89jeXl50887nQ5OnDiB8+fPo9FoAIgXaO+9eD+naRp+5Ed+BFNTU6m++8rKClZWVkJ/v337dmzbti3x+UR58cUXAaxvGYiMpW9729swOTmZuu8mZX5+HidOnMCTTz65aVIlQ1ZCXSiRBpJ/QU3ThAQaWO8U3gGcMYaf+7mfw+TkZKr76Ha7oQOCrutCjazdboeuoiqVilCjD5o1RrF//37Mzs5GirQX/7PSNA0TExOBAs2FIq2JnM/Mk7wXvlLfuXMnRkdHU12n0+ng8uXLgdfRdR27du2KHXj37du3oS0lhU9etm7divn5+cDP8Ils2GQlLMd3kEDzayZ5F0HHep/RzMxM7DmiMAwDY2NjuHz5MoD1leRtt92W+jzz8/OJ2q1hGKknUQDQarUC+5NhGBgdHUW1WkW73ZbKZKhpGo4cOZJ6FXrx4sXeBMHP1q1bceTIkdTjh0hil7Nnz6LVagn181tvvRVbtmxJdUzQNkcUu3fvxtTUFF5++WWlIg1s3sJTQe4iXYTwg+3bt+NTn/oUPvWpT/V+5m9Mp06dSrRqK5IjkCpWV1dx9OjR0O/v/b5BxQnCOub27dvx4Q9/GBMTE6nv6fnnn8fjjz+eaNBgjOG2227DLbfckvo6jUYDZ86c2bRaMk0TP/ZjP5bINDwyMpL6usD6fb/97W/HnXfeGfqZ8+fP47d/+7dx9OjR0HP4CRPokZERPPDAA/ixH/ux1Pfqui4+97nPKXf04W2nUqngh3/4h1MJVa1WS9UXg56VqLC2Wi384z/+Iz7zmc9Ib68YhoH3v//9qc8T992DvpvqMqiO42B5eRnvete7hI6vVqu5hMkeP348s5W66vvPvVSlyN6HCucIP34h8Q+sb3rTmxKdp91uD1wawZWVFYyPj0eaThljoe8k7Oe6rmP37t1Cq8zFxUXUarVEz1rTNGzduhV79uxJfZ3V1VWMjo5uEmlN07Bt2zZs37499TnTEjU41+v1VM8vakXH34fIc3JdF1u3bt2wNSAz2HvLuHLSDHa6rvf8U2QwTVPIWtVqtfDCCy9gfHw81AoShOM46Ha7G96567o4ePBgLv4wjUZD6djqui62b9+OAwcOCB2f11bjwsJCZtdSXVincOZuohjEWQi400gQ3NnGvz8mK3Czs7OYnZ2N/ZzISt3L6uoqXnnllQ0/27t3r9Q584QP7llnNOt0OvjmN78Jx3HwoQ99SGiw73Q6OHXqFJ599lksLi4qzXlcFnikB39v/fZuJooFiTQRiMxg2Ww2cezYMYyPj2/4uaxInz17FidPnoz93K5du6Sus7q6ildffXXDz/zfpZ9ETZCAjSKdJe12GydPnoTrusL1mFdWVvClL30Jn/3sZzdN6ryhmXGUXdT5pLjs34NQT2lF2h/CI0uaAcFLVGhNWTsc/z4i5iDu1DQ3N7fJgefIkSPCYVSO42B+fh4XLlyI/WylUhEOS3FdF51OZ1N4XqvVCswZHUTWRVOSrli5E0vYs1Bh5pSdCLiui6WlpU3bC91uF3/xF3+ReN9w9+7duOmmm6Tupd94Tf4i4UuA2JZD1JaWKKJjs+g4LHKdspCrSItmK/I+UL6vHebFKoroSqDZbAY6z+SZw1r1iqndbsNxHKEEB7Ztb0h24sWyrMQhMn7SOLhwoRVxagrzMTAMI3YFyxHNtpSEbreLVquV+PP8PQS9jyI7PHKRTpI4ZnJyEr//+7+fw10lQ2ZPMu8VddRkVnT8chwnVRv1H5vHd1ftMJclua+kZR4Mn2GKprArMpqmCWWyAqA8jEAGnoSlnyk/GWOoVqtCkwzLsjZZEOr1Ou644w7s2LEj8crOGzNZljSaabnpppt6A7nqgZU7VMUN9pOTk3jggQfwzne+M9VzZowFxuprmib0XSqVCvbv3y/tDwHkK9SilcKI/CiV0lUqldwygOUtMKKe78C6Z3qck5eopUAEvpJQHi94NZPXG97whsjPjY+PC2dRMgwDO3bswN133937maZpOHjwIEZGRoTCYgZVpPfv3497770XwHocrsj2iGEYME1zgyCF5YP2MzMzg4997GP4wAc+gNHR0VQLANXWDl3XsWXLFhw8eBCnTp1Cs9mUav+WZaVqa95nX2QLybCg6zpGR0cxOjoaOrFP2l9KIdKapgXGz2Ul2K7rJjbXFGEAjhts8r5H7qnqz7jEY3VF3pumafj5n//5xDnN0yZE8FKtVjek9ATS78/z7+g4TuBKRdQkWqvVeuGCSY73P2uVcf2jo6N473vfC2Ddo17k+5imiXq93pvUJQ23vO666/Crv/qr+MAHPlCo6ms33XQTDhw4gO9///t4/PHHhc7RbrfxwAMPJP78jTfeiF/5lV8RulZZTL5lg6eU5tbfIJL2w8KLNI9bDBJoEXNmUlZXVxM9xKjPpBm0yupkFgafOHifj2maqNVqQu9teno6VTxv2kxjKkmyHVOpVITMjPV6HW9729tw9OjRxG3UC99XVzE4G4bRyzRWrVaFxHLLli04fPgwrr/++tjvw53M9u7di49//OO46667ABSn74yOjuLAgQOwLCuRg2MQ3Mx/5syZRBNDxhje+MY3Cl2LkCdssj00cdLcBFyUTpiWNINW0b4jHyy8JPk+USs10cpbwHqccpoQrkqlgkqlAtu28eKLLyYeNNvtdqAVZW1tDZ1OJ1FZzqzf5e7du3HDDTfgueeeSx1Ty/uUZVnodDr4yle+0kvFGcTIyAjuuuuuTckpGGPYtm0b7rjjDgCQLobwxje+MdYRlO/TfvjDH8Y73vGODZOcuAmP67qwLKvn98EYE3ZuCmPnzp14z3veAwB46aWXAqMB4iZVvP88//zzicL+GGO9yUrRSWIF69c4yJ+7yNgUVkRIFYUW6SKZsYYNr9OOzH45kCxdYdwgaxiGsBBcuHABjz/+eKL7WFhYCHR663Q6sG27ME42lUpFeCBgjKFSqcCyLJw4cSJS6CcmJvCmN70pMIOUd69Npq9y56UkVoHp6WkcOnRIKKWj3ylMddIQ0zSxdetWOI6DsbGxQM/ppJaPTqeDhYWF3v+D/HH41lFZTNYiubw5WX5HfzW+tG05bCWtaltJWqSjBgvvqorvM8U9bG7GjntQtm1vygrlhTGGqakpoRSUKki795rlhCStB6e/M8nUEPaWslO1NZCWpaUlPPLII7h06VLoZ7Zs2RJqIq/VakJ5wDntdhtzc3O9kDBd1zEzMyNkkm+328q8+V3XRaPRiOxHu3fvTnQu0T12TdPw9re/HW9961sTff6VV16RKq2Yp3+G7CDtHSs7nc6Gbb9+lNGVRdRZL6ta7GHn9Qt1XKnRrJEW6TTmaF6MISouL6kH99raGn7t134t9PemaeL+++/Hj//4jye6t6B7ld2TLlKYWJoOHWSSTrKPGdQOyuJpurS0tCmBCader0sJ44ULF/AXf/EXvfKTExMT+Jmf+Rmh5Buzs7N48cUXlTxX13WxsLDQW7EFvfekEwnDMIRWSZVKJZWFpNVqCYcq5o3K1RTffuLjrXe/mq+mi1C8aNDgi61+TogKoyI8vrYoe7NJRXqQ8b6LJBm8VCeWT0JcPHa324VlWb184mF4vTH9NBoNHD9+HKurq0Im99XVVaXVol5//XW8/PLL0qtCx3F6As1Xp/7v32g0YFlW7H5xVhWFVMIT7WQNF9SxsTE0m01lSZds2w60ivGxatjHK5XwsS6sglwawt5L6by70yYRsG07NI+z4zh99e4F8s04Vjb871mmA8Sl6vT+PupzcXtRS0tLsCxLaB+z0+ng0qVLOHv2LAAIVZ3ysri42FuVi8AT5/BQrqBYZU61Wh2oWG/R75FmksUthtwquLKyouT58X37or+Loiy0BoXMRdpfezhooBTNme0Xab5asm0bY2NjUnsZPA1kGLVaLfK+NU0TriusmryTmXjxlx40TXOTuTLJ+w8bmOKesW3buP766zE5ORkpbHzwC5ssGoaBWq0mtGKs1Wo4d+4cnn32WQDX9sJEU+TKrpruuusufPKTn8T+/fsTfT6Js1WeA3NQ5EHS40TvM+2Em3/eMAyMj49jeXlZal/Vu3Xmff+GYWBsbCz2eBEfGZFFhuu6qNVqgRYnGUfHsHup1WpCpuixsbFE25FFsE5kKtI87IE3qqBByf/iZAYg/3HNZhONRkPoXHGUbbaY5pl6TT1Bx4eZvvm7M00Thw4dwrZt2zY8p5mZGeG0izLouo79+/enSkji/36yDoheUeae8yImcBWm05tuugnT09Ola8OcVquFtbW11Mf1YzsGWBfSkZERoXsGgicIrVYLtVoN9913H971rnfJ3mJpyfp98klxP/tK5iLNqyLFITo79p/Ddd1eMokke2lhFGEGpQqeQS3pym1tbQ2WZW1IOuJ9h7ZtRwpMtVrFHXfcgcOHD4vftEJ0Xcfhw4cT34/oKjcNZfPMLRKiFc76uQVlGAaq1aqy2GzHcbBlyxZ86EMfomQmGcPj6/sl1H3bk/Z/YVlHLT7b4V6muq6j2+0mNvP6O2/cIM1Di8LumV8/LXHJQEQaCl+5Jb2fZrMJ27Y3XMsrKjICxh25wohyshAtcalKcOPuPQz/RLUf1gSOaZq9rZy0/c227dDvbxhGLnulMrHq3LInQpq+HLTNxhhDrVaLfIZpES1n6YX7bHg90b1lgNP2Od5PgybxSdp92Pfhbct/n91ud8P9JiVNW+XbqGmetcqQMWmRjtrnCQu3ymqA8sf32raduHP5P/fVr3419kEvLS2FZrKq1Wq4/vrrE13by+zsbKhZbHJyclNO6SS8+uqrgc5T/hAR/v/5+Xkpx6Qo/vqv/zry9ysrK6nEwxuHHYTKcJ2//du/Te3p6ThOptsuaeAe3LZt46WXXkp9/PHjx3HmzJnQc+cx8XBdF+9///uFjj137hwefvhhtFqt1E6qadrk4uIiLl68uOkY/yQ7zT3IWvbCthuPHj26qe67lzNnzkSGH4b1r7j2FWaJO3jwYOo+22g08NprryX+vG3baDQaaDQakTk+/MekFXZVSIt0u90O/aJpBVqliZk7S4ns+y0tLeHs2bOJVtNhdDqdXsNJMwOLCilaXl4WGuzDGoz/Ot1uF3Nzc3j66adx5cqV1OdLgmzsuf9zcZ8VWd3FeYsnxbIsnD17Fi+//HJkIpU097W4uChkofH2u6effhqNRgOapmH79u2YmppKNDBGpVblbSJLM36n0xE2F9u2jcXFRczPz6PT6WB0dFT5vTqOg5WVFTz77LNYXl6ObCtB42DaCaDspGhtbQ3nzp2LbJtxlkjV+7Xnz59P/V7SjEftdhtnzpzByZMnsbi4GGqVSevDk+X2qLRIJzWb5W3esywL3/rWt4RMY6+++ioef/xxLC8vh36Gx9XKxtB1u91Nq0EVZiwOn6QEVRELupfV1VXMzc0FvlNuLowTqlarhe9973s4d+5c6vsNm9Xv2rVrU+hSXLtzHAdPP/00gP44+nW7XZw/fx7z8/Mbfj47O4uvfe1rkZm+gnAcB0888QRefvnlVMf5kzEcO3YMx44dg6Zp2Lp1a6+0pyj8PYi02263GzqR9tdY55OTbdu2Yd++famv873vfQ/f//73e05XaUiac77RaGB+fj715JBvQ6Rpp0tLS3j00UdT9zMeH7+wsIBnn30WFy9eDM281e12I5N5TE5Opq4Qx8cZfm4Z+NZC0ufGFyKrq6u942QcCvkkJWh7QxVMdAbAGJsAEJyiafNnha6RFn+6QNM0U1Vc4iYhnvQgboYWFV/KzxcGP3dQYXuVz4s3Il4OUBS+z8QHH5l83FEdM+weeTW0pPDOK+v04bpuLyVjWiFzXTcwRpbvT4oIY7vd7kVMJME/wIrUfI6DTzRlMl4FHcvDGP0m4rTPztun0zw7PypMmDxzn/c7VatV4X32kZGRXvy0ZVmJ82NzPwleuzvIOuPdiw17t/V6XaiqnWVZaDQaiSYzce1KtGiP13NbZnwIWqju2LEDd911F8bGxkJzdnQ6HfzJn/wJAGxxXTd0RViYZCYq4IMFp9VqYWVlBUAy8wUXljSzMu/1/M5Nop1atenEdV00m03hmMK4dK5h1wwzy4rcA88aJnKsbdtCQu04Tm8Cpeu6sn0m/j6yJqgtRzktiQi4d5CSdfz0w83HfsLSt/rxr8RlSbsvmQRRgeHwdsS395KUSQ0iyn8nqt2LPBM+TqrKyR12jiROarILojCBV7mVMlAiLUq/4ifzhAutyIw9zjmr6IR59SbZz+YDQKvVEnp2ZalQBCTbb/d/H5XFD4Yp93RW9+21dqVB9H6SbH8FXUtVTXN+vjQ/95K0zfUzf/fQi7RfoGWTqRR5UOaz3n5OSPpx7ahqN0nJYhVVNOKeR5YpKQd9kuyHf1+le5dXz5VnO1UVTtYP0o7VAy3SUXG/RUO1ya6I9DODThHfOdE/ytIeVE7A/YuCQZ/8EXIM/Up6WOl3qjtRimypKBphg3+/S+9x8kjpGBay1S/Tuv+6YRaaMvbNQYbn9e9HvyGRHmLyFmqZRk7irA5ZJy8V9FuE8v7+Mk5K/X5XRHp4QZOoMS9pexh6kS7CgDUMaJrWi6MV8bIu295XkZ2gyMSaH9x7O+3kNGmoI1FMNE3rVc0Li8knkSYSkcdqmjGGSqUiHAtaljq6HFFrQdoBmVZmxaZarQrH6Hc6ncj6APQO+0PS584dkqNC7JKOEyTSRKYdnteQlt3L4Y296GbvIuz1xpFXat5hhU9Kk2T5C4PHd1uWFXgO3g9E35dspkQvstULywK35iWppqayH5FIE4Go6sD93nskiskgTwYMw0iddtQPr+gXBvc2F81hoOu6kuxz/oROhHpIpIlASFwJgiA2w7feovxraCUdwPT0ND796U9jYmIi9bFpS9EFcfLkSfzpn/4pnn322YFeJYhSZAe9SqUiVSyFrybyXlFEPU+aZBFEduQ5lg2ESBuGgQcffBAHDhwQck6SFWnXdVGv1/GzP/uz+IM/+IPEVWkYY6hWq0L7mFHVg4qGqmxdWexH88pDPGQirbj5E/SL5hcvAkWdRJURFW01amIrmy+dHytbdGeY24z3uwc9R74lIZO2FBgQkb7lllvwzne+s6/3wBjD4cOHcejQoUQizRjD6Oio8L6QaZqhOalVoNLruyxe2apIUzovK4Z58Ow3juMI1X0PIk6kReHjRlQVv7j7Es0TPih4J2KGYWxYIDqOg7W1NTDGQt9T0kVW6UV6bGwM999/P7Zs2dK3e+Ar4mq1ivHx8UTHyAg0cK2Mn+M4mXSUsmYkKwokksNLWYTLtm2hLR7VBTIGAX8NCMuy0G63YZpmqHV3KESaMYZ3vetduOOOO3ory355GnJPzCQNvlqtKvGsVBlGEYQq022YKagIeGuIh4W7xB2fBUVOhkIMBrxGPLW1bFDlh1Nqkd6xYwfe+c53CjmLDQp8HzWrTlPmPdYkqCg6H/Q5mfdBFgwiD3g7I8EtNtIiPTIyEjiotFqtzM0ho6OjmJqayvQaqvCaPFQOwtzxqd1uKzunH7/pu+yZrtLcv67rwjW405o9h12caUVHlBW/87HXoTSsXeeWFnR0dDRwpaXrOlZWVmRPPxDUarVNiQmSTGDC6iB7yWOQ4tfgjSoqyUIYZavHzPMti6YyTSs4JNDhg1kcJNREv/GP1bqu9/J2V6vVwGNyE+mw5PH1er3n4TYsdDqdDd7WjDHUarXA/eekA4vKOrYyeIVaZDAtkwjxbE953XNZng1P8SoySWu326HhKDICTRCq4e08LZZlbRgnDcOAYRih50o6rme2J80YQ71eh2VZmcXzNptNHD9+HI1GA5qm4brrrsP09HQm10rC2bNne+FXjDGMjIwIDWgc/qI7nU7kC6WVhDo0TctFoEVLF/ZrwqZpmpTDo6ZpaDQam9oqCTRRNPxtMmn71HW91z+VbmkqO1MAXpHJggsXLuATn/gEgHWP6Y9+9KP44Ac/mMm1onBdF3Nzc/jiF7+IkydPZnL+ficuGaTBNGhSwy1CMpOquGv4Kcvz5KY7UdM/cE3kW63WBh+HsjwDYjhJs+XlHTtUjSNAyb27vViWhb/5m7/BY4891vtZlqsOr4mfJy84efIkWq1WJoJmmiZs2859JRX0XdKGuRU5JShwbTLZDy/2tO0kbMDIspRnVKxnGryVzEiciaITVWYyDpVjnrRIJ7kZmRChpJ3ZdV289tpreO2113rX6ncMq8oX1Y8yjWGTjbT3UWSBBtYjFHhpQBF45jf+XNI4ySUpe5fk+mVzzCP6D02UguH9WGbSXqgCG81mM/Jle230eRW1LwphRRfKYDouwz2qQva7+tt10CTG3+FVxrYPy3siCNUE9R2ZqA4vSaJzkiAt0qurq6mSPQzSXl0UQdnP+HfXdV3pnkUWiIQQhWVASytGvE5u1qieiPB37l/RFjnjWhJEaxb7KUqkAkFwRHOX50nhlKLoDwyQH2AdxxEqjFHkgZ3v66ow3eZR9pGvbFW2N6/J23+dMFS90yzFL4v3UeS2TBBFonAiPQwU3ZFKFpWm4yzwCqfrumi1Wr2MbSK5u8NKnSbZ05ItGcj3w2k/miDUIWuqVjlpJpEmhoog4UwzaYrrfCJ1qR3HEbJA8NA82QFBZaYvyhqWDdxSlRZVWxXDRtQzS1IFTOWkuW8iHdaZVZVIzLphig6qZdmTE/HgVvXMszB15+EIxzMViXiFhq3G446RbU8yWxRB+eIrlYrQ9+dbQHn0D5kY7X5awUSea5bFdwZB/G3bLnwBISUirfplyZ4v68YT5SQVRVgH72eJTVW4rot2uy3lGek4DlqtlvJnkUcnlBHofiKa+cx13UCPdVGnSF4qNGuGKWohS8qy2IjDtu0N7SGpI1lUG1fdjsncLUC9Xlc2GHNP5rKLNHBNZGu1WupjuciLVI6677778Fu/9Vu9n2maJhT3HJZbOgnz8/P4zGc+g2eeeQYf/ehHsXv3bqHzBGFZ1oa8wGnvCwBuuummwN9HDUhJ2+Tq6iparVbs+eJ46aWX8Ju/+ZvCxyeBBFqOQRFnL95826KTVi/efhM1piTtz30TaRGzdhHMK9ycR509GNu2cy2qwhhDpVLZULK0HyJdqVTw0Y9+FGfOnMGuXbtSHx933Xa7LTSR2759O2ZmZoQmTouLi4meh2EYaDabqc/vZ2JiApVKJXa/T5SyWTn8iDyTqPc3iIIrAl8YqIiNDqK0Ig0UQ3STwgf+PKsjZcGgOvZ4zexpTJqqvhc3k4WtWP2f9d9D3IApug1gmqZUNjURRGpwc/M5f46q66OXXaC5F78MVK+7nOQq0mVqJN6Bnu81ilYAiiOPvThgsE19uq4LvR/V7ater0f+Xtd1jIyMpD5vs9kUEul+9B9eok/m+CIUlRkkRCcpjLGhWXHbti29bZOFc3AuIl1GcfB6gIo4iSWBN4qsO0EZn39SHMfBmTNncP78eVx33XWpj08yQUri1DRoK46k36fdbvcGNhls28Z3vvOd3v/5hIuEmsiTIuYbkBbpLLwlB23AC6Lb7aYSaFErxCALNGdubg6nT58WEumkhUvK3CZFim80m81E37nVauHs2bO9SUytVsOePXtSWzUYY5ssBXxFrcLSVJbQToLwU0jv7ixj+2TwDuYyk5NOp5M6CUVa86GmaaljOlUlhM+by5cv47nnnsNdd92VWhxM04zNNpbEEY17XycxK+b5jL0mvKREZVHzc/nyZXz2s5/F2bNnUa/X8b73vQ979uxJbV4NC+kyDENJPPigZ/kjBpdCijTQf6H2Dgq8RjSH77mJeAO22210Op1Mvxv3Pk87idA0TTjUp5+02228+OKLWFpawvT0tPB5wp5XEkcoHkoXN5nik6e0iL4TkRj8NF7urutiYWEB586dw0//9E/jnnvuid2XTwMXajJ7xyPqnRyXXYvoL4UVaaD/Qs0JKppgWVbqwc+27VwKR4iu8Hk4k2rP2jw4deoU5ufnpURaFr4azGKLodvtCk280vYhkRVnrVbDxz72Mdx9991KBZpTds/sPBC17IlkuiPypdAinSWinsDdbjc3b2z/teNQ5eBmGMaGyUTRO/GePXuwb98+YZOo6OrWS6vVQrPZzGyS8Nxzz+HGG28UindOAv/+aZ/DyMgIHnjgARw8eHBDn0r7LtbW1gL3wYve9ggia4ZSpKvVKiYmJlILWqfTwfLycl/2beNW4NwLXRVlGRx1Xce73/1u/Of//J+FjufWAxHnKmA94QcANBqNTCdvMl6nce1cZr92586dGxLJ8POlYW1tDY888giee+65UvpEEESWSIu0v4OXITeuaNYwLoRRYkhVZ4aLpaWlDWkFsyKrLFyqSRMn6rou1tbW8OUvfxkPPfRQL4UpkR7u7JcEfzstemnZYUf5SrroXpSy+1txxxdlH51Ij3+wKtp75M5paY+Jw3VdPProo7j33nulkpB4z5eEy5cv46GHHsLXv/51LCwsSF932ClaeyXUMJTm7iIRZnngk4GosKAgovYWeQL5OPwZozqdTiGD/IH17/n666/j0UcfxQ033IAtW7b0flev1xOLTpCFRGT1mpUlSXTyl+SYK1euYGFhIdeVuuM4+PKXv4wvf/nLWF1dze26w07RrZzEZoZSpC3LQqPRCPxd1CCbl1B595dFc4WHrbh0XU9tTdB1Hc1ms5BC7TgOvv71r+PrX/86fud3fgdvectber+74YYbMD4+nuv9ZOXdXavVhK1AUULdarXw7W9/G5cuXRK9NSFc18Xc3BwJNEHEMJQizZOJBJFmgA1aeRTd5CSy0uN5sWWqRJURr+WBb+P4M2Dl9Tz27dsnbIqOusdms4mJiQmMjY0JebkPU3sgNkLvPh+GTqTL4HxTRDRNEw5V6tcz94bLeVe4SVek3smMV6S9Vort27cDAFZWVjKNL69Wq8pX0p1OB6+88grGxsZkbo0YMkic82XoRLpoBHnHA+umdcZY7++0OI6jPAlE2ZziTp061fv3+Pg4RkdHoeu6UCyzZVmB1hdvIRbbtrG0tJRZMRYRU3rUBGllZWXDFsby8vKG8ye5nuM4G3wYZNuHrutCFoMyJuDJG5E8Cn5v/TL1/0GhUCIt2kEtyxqYFTIXbcdxhJOT8NWj1xGK/1vE+546ZjJOnjyJ06dPR5ZqFDVZ79q1K/X+Oi/3GORL0Ol0cPr06Q0/e+WVVzb8v1qtJmp/27dvx8TERKp7A6CkehaRHJ5iNe2YwqvA0TjQHwol0oZhCJne+pVgJEtM04RhGEKrYd6hvGZZPlBblkUenhmwsrKCz3zmM7h48aJQPeWwyZOmadi7dy+OHDmyIaMXt2pomhYZtx/m7HfmzJnYsKegdrK2trbByWxiYgI33XRT6nSgjuPg+PHjqY4h5BGxxvBtrjzr3otkhBQJUSwDhRLppCFCg45pmjBNU6mYiqZ9LBOf+MQnQgWL76kDG8WHZxyLI+65OY6D5eVlZYUgvA5+J0+e3FBrWcRDn8OTXog6AforUjHG8PTTTwvdS9AEouh5FsqMTOQB7yNZCzWvOCeSPbEf6ZrzoFAiPexwc5RqgR4WosynYaLGZ+2yz5tvUfDzyAiN3wM/KGWp6P2KbHXEVUlSacVyHGdgB9uyU6lUhKqqJUXX9cRbLMMEiXRB0DQNpmkqK5JBJIMPOqLx6PwcqvwikobIyVQ9Skq/VrW0ks6GoPaSdrzhFQBV+xPQ4iScQol0p9PpFSxIQ9n3IfgKWpVA0yCXjqS1oMNQUR+8iDnvqR0NDlGZDdNsnfDMfCpFulqt0uIkgkKJtOM4sauRIA/FJE4GeTo+pKVIDVR0v9NxnMJkJPMPSElycjuO09tPjnoXWTgoch+EtIQVc4kS/Kh0smmKNBDloyhjjBeyHsZTKJGOg6fLFHWaiTquH6Y9PpiqdhCTqXKjaZrQitIbOiZ67STX8J6Xt4U01wjbQ/UmK/FfS4SkMeU8m5vIc+Jtx3vvaVdG3nN599T5vUXhf2ZpriXjICp6XaJYiEavhDGoE8xSiXTYgLxjxw68//3vj1yNxHnxelcRIs4LaRwqbNvGY489hptvvhlbt24FoG417boums1mT4iCnlnUyi3pPfBsVY899hiazWbPAcufVCKstOe+ffvwjne8A5OTk4mu6R+U+XnTdvK5ublYz2bvtfheWRBx981TbUYRVAfctu3IXOneTGre+3VdN1GugSgrQxSO42zKee99lkknGypEOs5yMz8/j2effXZTLPiwUsTtFJUM8oStVCIdxi233IKf+ZmfQa1WC/1MvV5P7NYvMsNL4+W6vLwMy7Lwi7/4i6hWq6muk4RLly5FNtparYbR0VGpaziOg4WFBdxzzz34vd/7vV5GLNM0N20reJ8lYwy7d+/Gxz/+cdxyyy292t5pEYlFBtYTdqQxWVer1dQxwJydO3cK3aPjOJifnw/d92u1WqG/4x6yUYgO1rZtR9Z8Fn1OWdBsNnH69Gn85V/+JZ555pl+307fCRPpbrebqj20223lK1YVAjvIdQVKKdL+l1Gr1XqOV2FkPcsPWhHFfVZmUIu6x0qlEihE3tWH7GpG13Xs2LEDP/qjP4rnn38eDz30UO+8QaZe/uxN08Qv/dIv4Y477hCyVshiGEbgswm7l7B2ValUYgVY9PkyxlCv19Fut0O/s6jQyqymwtoMv0eR1ZrXTK+S0dFR3HDDDbjrrrvw6quvYnl5Wen5B4Wk2wY8e51KJ12VfhBJ/JnKSqlEOuiFevfSBtmc44Ux1jOTBxH2u4sXL+Ly5csA1ic2vDhEGoKclX7iJ34Cjz76KObm5gCsCxv/nH8f+cYbb8SHPvSh1IMyN7XKDhJ79uzZ9LMkq88g4lIlygpi2L4238f2ozpm2Y+maZiamtr0c8uyYNu2ULbATqeDVquF8fFx5ULdbDYpOZICuNOt6iiaoPh/YjOlEumwAYhnqUmSOSqOPIS+XyFjjuNgdnYWu3btUlqQ4MiRI3j3u9+Nz33uc72f6breW7l745AffPBBIUHknbnZbKY+3vtOg1a/WQ3kqsKyvOeJ2ovlWxAzMzNS102LqHc6sN4XZmdnUa/XM9n6GQTySlwTBE8uU/Yw1zJTKpEOg3skR5kfi7TKvnTpEprNZu7XdRwH3/3ud3Hq1Cm84x3vwIMPPqjkvBMTE7jvvvvwrW99CxcuXNgwOLTb7d4e9d13340777xT+DovvPACnn76adx///2b0lOGwRjbMPgHma6zahsysaT+ykNcmKNWy91uFy+++GJmIp3Fnl+z2cQrr7yCvXv3kkiHoEKkuTOiyDkGda+3LAyESHNEk1Fw8hLyflXtmpiYwM6dO/G5z30OY2Nj+Pmf/3kl52WM4c1vfjMOHz6M2dnZDb+r1WpoNpvQdR3ve9/7sG3bNqFrWJaFZ555BpOTkwCSDx5ZvtO4c4f5KESZ+Wzb7nlQe79ft9uNbTO8DGeclYTHphaBkZGRzMS52+0qy6U+CAzqnu2gM1AirXpAFhF927YLO/McHR3Fe9/7XszMzGBmZkapCWtkZARvfOMb8cQTT2yasTPG8IY3vAG33367kLNcu93G888/j6NHj+LXf/3XAVwbcJKk88xKqOP8IMKEOO5+vO0nTcpRXddx6NCh2M8VqX3W63UcOXIkMjJDFB4WWaTvSxBpGQiRXl1dpY6YkN27d2P37t2xJQ7DiAp1CAtzY4xhYmICU1NTQjWRr1y5gqNHj2JycjJ16JioF7v/e6oU+qiSev7VX5YFDYrCjh07NrUbEUdQ27Y3bDEsLS1hdna2sJkGCSIJAyHSjz32GObn51MLwDAjI16i1xNlfn4ejz76KO6+++7c9i29IR2y4WpB5w4TDn+ikiyImiSI+HXw0JykiWn89xJkcRB53rquo9vtYmVlBZZl4etf/zqOHTum1EmyH5CZeriRFum0mbKyiGdbXl7G5z//eXzkIx9ROqD2e3Ue9l366QRnGEbgc+H32e12la78GGM4ePAg7rzzTrzhDW9I7Z2tIp5Y1Wqck6UzTpK407DfJ0kJG/QsRkZGesf3E8YYtmzZgqeffhqf/OQncenSpUJvPxFEEgYmiPCLX/yi8oQF3MEnzR+VA4I3t7f/jwjtdhuvv/46XnjhBZw6dUrpfWW5/7dlyxbcd9992Lt376bfeWPkVT0n4FrCGW9+8LR/8sZxHFy5cmVDmtA0f/qxYrMsCxcuXIi0HqR55pqm4W1vexvuuusu2o/OiTL0jbzgufNVfseBEekzZ87g8ccf7/dtKIUPOkF/RJifn8dDDz2Ej370o/izP/szpffaaDR6K5cgWq2WsBlX0zTceuutgYlIyBR4jW63i2PHjglNLpOGtKlmeXkZTz755CZnQ/9WQ5o/Y2Nj+NCHPoQ3vvGNuX+fYWOQBbcoDIxINxoNPPLII4XZf4oaDEdGRnrFF6L+GIbRS9Li/yNCvV6Hpml46aWXNoVKybKwsIAXXnihV9zD/+ff/u3f8G//9m/CQjAxMRHpGc5XvUF/hgVN0zA9Pd2364us3qvVaqCfgezKfs+ePfiFX/gFoax6ZYdWtoOF9J70xMREZI3adrvdE84s86u6rosXXngBzz33HG6//fZUx6puqHEeubquY9u2bYmuqXKfT9d1jI2N4cEHH8TNN98sdI6g77W0tITPf/7zOHPmTOj7bTQa+Pu//3u85z3vEYqVjnpHPKNZ0QgqRsBDqrIgLG2nSsL2vMNSmMbBi7KoFgpN03DLLbfg7rvvxiOPPDI0Ht4kuMWAO0RGaV7S/qLEcSxMSLydOY8E6LOzs3jqqafwAz/wA8JpCvNA0zQcPny4L9c+cOAA3ve+9wnlWeb4G9fp06fx3e9+FwsLC5HHffWrX8WTTz6J97znPdLXzOtYGYIcxOLMyrL32q92L3Pf1113XSaracYYpqamMDIyMvAiTeJcDHh77Xa7WFtbi1xcJE20k7m5m3e0PPa7Wq0Wjh492isiQWSP4zh4+OGHceLEidh33Gq18MlPfhLtdrvnBZ70j0z7CTK/x/1RWT7P65g16DHPquHPrJ8OnEWnnwIt6qRIJCdzG2HeXqPf+973cOLEiVRmv1qt1mvoqhrQ8vIyjh8/Hmhp4Anrn3/++cjkHFFegkE/58/60qVLADbHvHpTTrbbbeF9ae8zevLJJ/HYY49hcXEx8hg+ozx69CieeOIJ7Nu3L7UpP2w1lHWnDzPxLi8vR4Y7ZdHuW60WLly4EFjzXPY5OI6D1dXV0N93u93I6mthK4NLly5heXkZjLFNK33bthOtKERC2YbBqZBW0INPZiLtOA5arVbuhSQajQb+6Z/+CXv37hVysEo60K2trUUOAu12GxcvXgwcTBuNBlzXxcWLF1GpVDA1NZVKsPxFIzhLS0tYXl7u1ef1izQfDJeWllKbRb35pvng+MQTT+Dhhx/GM888k/i5NRoN/PIv/zI+8pGP4NChQ4nShEbF79q2jeXl5cB34bouGGPYv39/onvzMj8/j5WVFYyMjIQOhGHfma/+KpWKUNasKKHkXvRh+7iGYQiZvPl3iXK0m5ubw9mzZzf9nBdRCXqXvJwnfxf+e+Or5KWlpdT9td1uR1rNWq0WVldXh0KsicFFWqSbzWbgYNHpdPqW3P6RRx5Bs9kMFMgo4jqzd2W7trYmdD7XdfH973+/50xXq9UwOjq66RlGDe6apuHgwYOx1+fwgZc7dt18882JHK34wO26LlZXV3HlypXe/1utFubm5nqTgqBr8tWz998AcOrUKfzu7/4uZmZmNr2foGdWq9U2eC3HTQj4dfgz3rJlS+x39dNsNtFut1M7pNm2jbW1NczPz2Pnzp2pj4+zPHU6nZ6lJOjYRqORKH+3H55OU8Sp7+TJk5idncVtt92W6PPefnTx4kUsLi7i+uuvT/2sut1u6ISGO+jNzc31rEcEUUaYqImMMTYBYEnt7ahHaVC5giD1JPudItcJG9xlPddF9pFM0xRaRfLriWbMSnudLMzk/B1UKhWlWcqA7LeOvDHJaUlT2U1FNEXcuxuWvU9V49swPKs82bZtG26//XaMjY2FOul2Oh189rOfBYAtruuGZuIqXtyKYlQ2PhXikCVh+3Z5UqlUpEJquFBEeePGDcBJv3OWgtfpdISeQ5QQJ5nAyCLqHZ7G2Y4EQR30LAefgRfpMlL0yUAYhmGkzuUeBF/JeYW633mh0+K67obtHtEVal6RERzLsgY+XIkgygSJtA9REy1BZEWQFze1OYIYDsq1PMkYCmcQJ+tnl4UoUVpEgiCKDq2kr0IDtTj+Z5eFeZaH8KjEez6Rc1NoD0EQWUMiDRJoGbzPzhtLnQYRR6+y7VHzveWy3TdBEP1lqEWaxFmOYX9+XsGlfWKCILJgaKf1wy4whFqS7m2rygtOEMRwMLQiTZSbIgpd0olfEe+dIIhiMtTmbqK8cKFLKoyilpOsBJX2pwlicElS9Su3etJlhVYzySlq7HhSoeaJRETTXWb1XbLwWCcIov84joNmsxk57iRNGjS0Ik0MBnFCreu6VBY0wzDQ7XYLM6kjBzWCGC5IpAkpDMPoVRsTFcJ2uy0lhGErUl3Xe5WVZJKW6LqObrcrdGwcIt+ZMUZCTRBDAok0IQwXPk3TpFarKky+XqH2ZhLz/kz03opkko6q95yWrCYeBEGog0SaiCVo1VYk4QI2mr01TUO1WhU+R5Hh9bllKWsRF4IYNgZOpIvmxVsmiia8aaF3SBByFNVJtGyI1pMPYqBEuuwi009En51t2710nWnO4e3YKhN8yDhWWZYVmI87yfnIoYsgCM7IyAh0XYemaRgdHQ38jLeUbRQDI9Ik0GLI7LnKCJNKQeMmbk6SGWzQ9fOu3ZwE7vjGUbV/TxMKgsgGTdMwPj4OwzB60SVBJN22GgiRJoEWo2hOUaIE7T/HOUWJFgPpN67rSiVCcV2350lPuccJIhqRMXJ0dBT1eh2AGkfPUov0IAhMv1At0IM2wKf9Pnl+fy7UgFgf8K/OgfVJC3l7E4PWj2UQHSNHR0cxPj4OxhhM05S+j1KLNCEGTW42Y5qm0Ky32+0m3ltSiXcwpfdJEGoRFWjDMLB161aYpgnDMFCr1UK30JJurZFIDxmDOKDLzP4ZY6hUKsJmKdM04bpu4hR/QdePMl1T6lCCyBcZK2O9XseePXt6/45KPES5u4lMKdIeZrvdTvQ5vxhqmtZz7hCFm7S8Xu5Jj/P+HUWUUPP9aRkhL9K7JIh+IhM2ZZom9u/fD8MwNljmhlqkaWCRI+75RQ38Yb8ryzvh6UxVrFLTzrz5Z9OIa1RHT1sRzI/jOKV0oiOIosAYw65duzAzMwPDMDAxMRG7H520vyoRadlZPFFOgt57kd+nd6UbZ2bOiqCUpbLnk1lNk0AThByMMUxPT2Pv3r3QdR3j4+NK0/cWeiUtmgLRtu1CiwUxeCQRSO9nVHvWd7vdQK/tJMdSXyEIMRhj2LZtGw4fPozx8XFs27ZNeeRMIUWar3JEawAzxgpVXrBIpHkm5LC0mSgHMd5Wo/amVc6w/Yg6rxEEsU5SvxKuTZOTkzhy5AimpqZQqVR6Y6ZKh8/CiTRfPcs4w3CHoGEUaspdvhnG2KZVpqipu2htilbCBJEvmqahVqthx44dOHToEHbs2BH4ubh+WVrHMb6Klp2F8PMM036bbIpPP0VLkSlK0LaJ67qxbUNUkJOsqInikEXmPZo8DSa6rmNiYgIjIyPYunUrJicnM79mYUSar37jOkvSzsQ7nmEYoYUTBgU+s0sLzzI1iIMJf/eVSqX3/yTwwZUX/eDtRjRUq9Vq5fZ8RbIb8f1sjoiFQUaQuNUsLSKmfcYYqtWq0N59muvx5zmI/SpreL8VKTXbbDZDJ9783aftw67rotVqAbjWVsParOM4qRIbLS4uJvpc30WaD55JBVqkgwHJY2nLhq7rqNVqQgIyyIOIaZqo1WpCKySVe7vVarXXyfvhTR4HtzjxtiDSjmQ8xPnkPK9r6rouPJlJOtGPSmBBRMP7bVqinjcXaNM0E40H/gkC1yb+xzTNDf5SaReAq6uruHjxIo4dO5bo80pEWjZOkyCKRpHNlUW+N4IoM7yClRf//zmNRgOnT58GkKxPLi8vo9vtYnV1FVeuXEl8T0pX0jIDR9JjRa4xyAMabxyiz2VQB3yZ72XbNizL2nC8zDMO+rcMYfW3ZcqG8mPz7l8qnmvaa8kcq/qzxEayeD9p3nsai0mr1epZyZaWltBsNgPPx7c/RK1NTLQxMcb2AHhd6GCCIAiCIABgr+u658J+KSPSDMBuACuCN0YQBEEQw8w4gPNuhBALizRBEARBENlSPHdTgiAIgiAAkEgTBEEQRGEhkSYIgiCIgkIiTRAEQRAFhUSaIAiCIAoKiTRBEARBFBQSaYIgCIIoKCTSBEEQBFFQSKQJgiAIoqCQSBMEQRBEQSGRJgiCIIiCQiJNEARBEAXl/we0y6NROXz91gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "swell = cv2.dilate(tophat,recKernel,iterations=2)\n",
    "PltGRAY('swell-card',swell)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "close = cv2.morphologyEx(swell,cv2.MORPH_CLOSE,recKernel)\n",
    "PltGRAY('close-Card',close)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAekAAAFUCAYAAAAAmsQ8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAAAdE0lEQVR4nO3de3SV5aHn8d9DLhASErkqIIpGpbXCCoWiAqXm4FSjQHXAS8ttpF20zKHI4K20TkHpwNRzxAuooFJBqVCngEuWgrZgqdRJMRDUEblZbhEUAiQhNIRAnvljh3NCyE725d15n73397PWXpB3v8/z/pK14Jf3uo21VgAAwD2t/A4AAAAaR0kDAOAoShoAAEdR0gAAOIqSBgDAUZQ0AACOoqQBAHAUJQ0AgKMoaQAAHEVJAxEwxlhjzHy/c5zjWp5IGWP+W9330tPvLIALKGmgCcaYgcaYmcaYi/zO0hKMMXnGmKXGmAPGmGpjzDFjzJ+NMfcZY1L8zgckG0oaaNpASTMkXeRzjpgzxvxEUpGkfEm/l/TfJT0uqUrSIkmP+JcOSE6pfgcAko0xJtNae9LvHPUZY26QtEDS/5V0m7X2RL23nzbG9Jd0nQfbaSUp3Vp7Ktq5gGTAnjQQhDFmpqR/q/tyT9250vPOlxpj7jDG/L+6Q8OfGWNubThH3ZhrjTGvG2OOS9pY7/0xxpjNxpiqukPLy40xPRrMcbUxZoUx5itjzCljTEndejmNZG4yTxNmSLKSRjcoaEmStbbIWru43nYeNMZ8aIw5Wpd9szFmVCN5rDFmvjFmtDHmM0nVkm6te+9bxpj1deNLjDGPiv+TgPMYPqoSaJwxpo+kX0j6oaT/Iam07q1VkiolfSypi6TnJZ2QNEXSJZIus9YerZtjpgIFuE3SLknvKvDv7nljzK8kzZL0hqQNkjpL+nnd3H2ttWXGmHRJ2yW1rtvOV5K6Sxom6S5r7b667dhQ8gT5PttKKpP0gbV2aIg/mwOS3qr7vtIl3StpgKRh1tq3661nJX0uqZOk+XU/ww/rvo9PFDia94ykk5ImKnBovY+kK6y1e0PJAiQ0ay0vXryCvCQ9qMAeZs8Gy60Ce4W59Zb1qVs+ud6ymXXLXm8w/nJJZyT9ssHy6yTVnFsuKa9u/KhmcoaUJ8jYc+s9HcbPJaPB12mSPpW0rpFcZyVd22D5U3XvDai3rLMCvyxc8PPmxStZXxxaAiL3Z2vtF+e+sNZ+IqlC0pWNrLugwdf/VYFDu28YYzqdeymwh7lLgYu3JKm87s9b6vZ4vcpTX3bdnxcc5g7GWlt17u/GmPaSciR9IOnbjay+wVq7rcGy2yQVWms31ZvziAIXrAGow4VjQOT2N7LsuKT2jSzf0+DrqyUZBQq5MTWSZK3dY4yZK2mapNHGmA8UOMy81Fpb3mBMk3nqDp13aPD+EQWKXJLaBclyAWPMMEmPKrCn37reW42dP2v4vUuBIwl/b2T5jlAzAMmAkgYidzbIctPIsqoGX7dSoNAKgsxTee4v1toHjDGLJf1A0vclPStpujHmBmttSRh5Bkp6v8F7V0jarcCh995Bxp8/mTHfVeAXhb8qcJvWIQV+qbhP0o8aGdLwewcQIkoaaFqsrqz8QoHy3GOt3dlsCGs/VeCc72+MMQMl/U3SzxTYmw3Vx5L+S4NlX1lrTxlj1kv6F2NMD2vtgWbmGSnplKRbrLXV5xYaY+4LI8s+BY4mNNQrjDmAhMc5aaBp5+5nvsjjeVcqsOc7wxhz3p63CehY9/dsY0zDX6Y/lVSr8w8zN8tae9xa++cGr3P3Kz+mwC8NrxljshqONcb0M8aMr/vyrAK/vKTUe7+npDvCiPOOpBuMMQPqzdFZ0uhwvicg0bEnDTRtc92f/8sYs1yBw7qro53UWvtF3X3BcyT1NMa8qcCFW1dIulPSi5L+XdK/SJpvjPk/knYq8G92rAJFuSLaHPXyfGiM+VcFbt/abox5TYHz5e0k3SRphP5zr/1tBc6RrzXGvK7AbV//qsBh8z4hbvIJBb6PtcaY+rdg7QtjDiDhUdJAE6y1Hxlj/qcCh5ZvVeDo0xUezf2/jTE7FbgHe0bd4gOS3lPgnK8UOET9rqThCtwf/c+6ZQXW2kIvctTLs9AY85GkBySNU+CWqEpJWxQ437y0br31xpgfK3AP+dMKXBj2iKSeCrFgrbWHjDH5kubVzXNUgSvgDyrwCFIA4mEmAAA4i3PSAAA4ipIGAMBRlDQAAI6ipAEAcBQlDQCAoyhpAAAcFfF90nVPSeqmMD45BwAA/Id2kg7aJu6FjuZhJt0klTS7FgAACOZSSV8GezOakj4hSQcOHFB2dnZz64blnnvu0dq1az2dEwCAaHz55ZfKyrrg0fYRqaioUI8ePaRmjkZH/VjQ7Oxsz0r69OnTkqSUlJRm1gQAoOUYY5SRkeH5TmlzfH92d2lpqQ4ePKiTJ09qyJAhkqSzZ4N9LC4AAC3PWqv+/fvriy++aNHt+lbSNTU1Wrx4sd59912tWOHZh/kAABATZWVlevHFF3XjjTeqd+/eLbLNiD9gwxiTLam8vLw87N3/+fPn68MPP9SyZcsi2jYAAH7p37+/li9frtzc3IjnqKioUE5OjiTlWGsrgq3XoiVdVFSkMWPG6ODBgzpxgju3AADx6fLLL9dVV12ltWvXKjU1/IPSoZZ0iz3MZMuWLbrxxhu1Y8cOChoAENf27dundevWacSIESotLY3ZdqLek37qqaeUkZHR7PqPPvpoTL8RAAD8cM8992jevHnq3LlzyGNa7HB3RIMBAEggt99+u1atWqW0tLSQ1nfucDcAAIlqzZo1qqqq8nxeShoAgCjV1tZqwIABns9LSQMA4IFjx45p3bp1ns5JSQMA4IEjR47olVde8XROShoAAI+89dZbev311z2bj5IGAMAjJ06cUHm5dzc+UdIAADiKkgYAwEO/+93vtG/fPk/moqQBAPBQUVGRjh8/7slclDQAAI6ipAEAcBQlDQCAoyhpAAAcRUkDAOAoShoAAEdR0gAAOIqSBgDAUZQ0AACOoqQBAHBUqt8B4L6uXbvqmWeeiXj8nj179Mgjj3iYCACSAyWNZmVmZuquu+6KeHxxcTElDQAR4HA3AACOSso96XvuuUfdunXzNcOhQ4e0fPlyXzMAANyWlCU9ZcoUDRw40NcMx44d08iRI0Nad+LEiVF97NnixYuVmZkZ8fisrKxm11m/fr1eeOGFRt8rKyuLeNsAkMySsqRd0KFDB40aNSqkdadMmRLVtu644w7l5ORENUdz9uzZoz/+8Y8x3QYAJBtKGp7o0qWLbrjhhpDX/+qrr7R3797YBQKABJCUJb1s2TIVFha2+Hb79u2r/Pz8Ft9uSxg+fLiGDx8e8vrz5s2L+ggBACS6pCzp+fPn+7Ld3Nxc9enTJ+xx0ZyPdtVtt92m7t27hzVmzpw5KioqilEiAHCPsdZGNtCYbEnl3sZBLHTv3l2tWp1/t11BQYEWLlzoU6LIlJaWqqqqypO5Zs+erQULFngyFwA0VFxcrLy8vKDvV1RUnLtWKMdaWxFsvaTck042X3755QXLjhw54kOS6HTq1Mmzudq1a+fZXAAQKzzMBAAAR1HSAAA4ipIGAMBRlDQAAI6ipAEAcBQlDQCAoyhpAAAcRUkj6Rw9elQlJSV+xwCAZlHSSDobN27UsmXL/I4BAM2ipAEAcBQlnaTWrFkTd8/uBoBkQ0knqVOnTqmystLvGACAJlDSAAA4ipIGAMBRlDQAAI6ipJPY7t27VV5e7neMFnX69Gl98sknfscAgJCk+h0A/lmwYIGstZo3b57S0tL8jhORZ555RidPngx5/YqKCv32t7+NYSIA8A4lneQWLlyoqqoqLVmyxO8oEZk9e7YOHz7sdwwAiAkOd0NLly7VxIkT/Y4RtsrKSllr/Y4BADHDnjRUW1urnTt3qqSkRJdeemnY4ysrK7Vp06aQ1r3xxhuVkZER9jYac/fdd+vIkSOezAUALqKkIUnasGGDJk6cqJdfflndunULa+zevXs1dOjQkNadOnWqOnToEEnEC+zatcuTeQDAVSbSw4XGmGxJyXVpcBK44YYb1L59+7DGnDhxQhs3boxRotDNmjVL/fr1i2jsSy+9pFWrVnmcCECyKi4uVl5eXtD3KyoqlJOTI0k51tqKYOuxJ43zFBYW+h0hIhkZGRo0aJDy8/MjGv/d735X+fn5Kioq8jgZAESOkkZcGTx4sNq0aXPB8nHjxkVc0JKUlZWl1FT+OQBwC/8r+aR79+768Y9/HPa4119/Xbt3745BovjwxhtvqGvXrn7HAIAWQUn7pEePHnrsscfCHvfRRx8ldUkDQDLhPmkAABzFnjTiyoYNG4LewtWvXz917Ngxonl37typsrKyKJIBgPcoaZ+UlJREdLg72e8N/uEPfxj0vTFjxuiqq66KaN61a9dq+/btkcYCgJjgPmkAADzm1X3SnJMGAMBRHO52wJAhQ6J6nvX69etVU1PjYSIAgAsoaQe8+uqruvzyyyMe37lzZ5WWlnqYCADgAg53AwDgKEoaAABHcbjbARs2bFCXLl0iHn/69GkP0wAAXEFJO2D8+PF+RwAAOIjD3QAAOIqSBgDAUZQ0AACOoqQBAHAUJQ0AgKMoaQAAHEVJAwDgKEoaAABHUdIAADiKkgYAwFGUNAAAjqKkAQBwFCUNAICjKGkAABxFSQMA4ChKGgAAR1HSAAA4ipIGAMBRlDQAAI6ipAEAcBQlDQCAoyhpAAAcRUkDAOAoShoAAEdR0gAAOIqSBgDAUZQ0AACOoqQBAHAUJQ0AgKMoaQAAHEVJAwDgKEoaAABHUdIAADiKkgYAwFGUNAAAjqKkAQBwFCUNAICjKGkAABxFSQMA4ChKGgAAR1HSAAA4ipIGAMBRlDQAAI6ipAEAcBQlDQCAoyhpAAAcRUkDAOAoShoAAEdR0gAAOIqSBgDAUZQ0AACOoqQBAHAUJQ0AgKMoaQAAHEVJAwDgKEoaAABHUdIAADiKkgYAwFGUNAAAjqKkAQBwFCUNAICjKGkAABxFSQMA4ChKGgAAR1HSAAA4ipIGAMBRlDQAAI6ipAEAcBQlDQCAoyhpAAAcRUkDAOAoShoAAEdR0gAAOIqSBgDAUZQ0AACOoqQBAHAUJQ0AgKMoaQAAHJXqd4BItWnTRuPHj/c7RsJZtWqVDh8+7MlcN910k3r16uXJXMni66+/1ptvvtli2+vZs6duueWWFtteoiorK9Mf/vAHT+e87rrrNGjQIE/nTHanTp3SkiVL/I4Rlrgt6Xbt2mnBggV+x0g4P/jBD7Rt2zY9+OCDUc2Tn5+vl19+WVdeeaVHyZJDaWmpMjIytGzZshbZXl5eHv+OPLBjxw7PSjo9PV0vvfSSrr32WvXv39+TORFQXV2toUOHauXKlS36y3A04rakERsFBQW6+eabJSmqor7mmmso6Ah06tRJ119/vVauXBl0nTNnzujs2bOebC8tLc2TeZKdMUapqak6c+ZM1HOlpqZq7NixMsZ4kAz1tW7dWmPHjtVtt92mw4cP68MPP/Q7UrM4J40LpKWlqVu3bn7HSFpTpkzRyZMng74ef/xxT7bTvXt3LV++3JO5kt0111yjFStWqGPHjn5HQQg6duyozMxMv2OEhJIGHGOMUUpKStCXl3tYrVrxX4BXRowYoVGjRnkyl7XWk3kQ/zjcjZhYt26dxo4de96ySZMmaeDAgRHPOXfuXBUXFze7Xp8+ffTQQw9FvB0AcAUljZjYvXu3du/efd6ygoKCqEr6L3/5i1avXt3serfeeislDSAhUNIAfLV3714dO3Ys4vG5ubnKycnxMJH/uGgM51DSAHz1y1/+MqpbzlavXq1hw4Z5mMh/1lqKGpK4cAwAAGexJ424sXDhQs2dO7fZ9eLl1gpEZ8iQIVq0aJFTtwumpaWpTZs2OnXqVFTzsBeNcyhpxI2uXbv6HQExkJubq9atW6u6ujrkMYMGDdL777/v3C1kzz77rObOnasBAwZo69atEc/D4W6cQ0kDcaZfv37q2bOn9u7d63cUT8yaNUupqakqLS0NecxvfvMb5wpaCuwBp6Wl6fe//72+9a1vRTRHTU2NnnvuuZBLesKECWrbtm1E24L7KGkgznz/+99X7969oy7pY8eOae7cuZo2bZo3waIwY8YMvyM4o6amRlOmTAl5/ZEjR1LSCYySRsKrra0N61BqY9LT05WSkuJRIjdUVVVpw4YNmjRpUtB1UlJSlJ6e3oKpANTn3vEiwGPvvPOOsrKyonotXLjQ728jJt56660mv+9x48b5HRFIauxJIynU1tb6Ot5lTX1vPEMa8Bd70kCcefPNN7V582a/YwBoAXG7J3306FFdccUVQd+/+OKLVVhY2IKJ4KqUlBTPPuvXBZ9//rkOHjwY8fi0tLSQP0e6devWEW8HQPTitqRra2ubvLo12guFkDgKCgr00EMPac6cOX5HccLMmTM1ffp0v2MACEHcljTcdt1112no0KHnLevVq5dPaaSBAwfq/vvvj3h8Xl6ed2F8ZozhQRkJYvjw4TxhL8FR0oiJQYMG6emnn/Y7xn8YNmxYwn0IA/CTn/xE2dnZfsdADHHhGAAAjmJPGheorq7Wrl27/I4BxKVPPvlEn332md8x0ISSkhIdP37c7xghoaRxnmXLlunTTz/lIqsE9sEHH6hNmzaSpKuuukrDhw/3OVHiWLduncaNGxfV1feInaqqKi1YsEBr165VUVGR33FCkrAlffz4cT3xxBN6+OGHwx47ffp07d69Owap3Ld+/XodO3Ys6nn+9Kc/6a677vIgUcCdd96pH/3oR2GPu++++1RZWelZDq/cf//9Gjx4cFhj/vnPf2r8+PHavn17VNtes2aN1qxZI0nq1q2bXn311ajma2kPP/ywvvOd74Q9rri4WLNnz45Bov+0ZcuWuCno5cuXa8WKFX7HaFHV1dVavXq13zHCYiJ9opAxJltSubdxvJWRkaEuXbqEPe7QoUM6ffp0DBIhUtnZ2Wrfvn3Y4w4cOODk08I6deoU9lW5tbW1OnDgQIwSxY/OnTtH9IESVVVVOnz4cAwS+SfSn4UklZWVqbzc6f/C41pxcXGTd4VUVFQoJydHknKstRXB1kvokgYAwA9elTRXdwMA4ChKGgAAR1HSAAA4ipIGAMBRlDQAAI6ipAEAcBQlDQCAoyhpAAAcRUkDAOAoShoAAEclzAds9OzZU3/72998zfDaa6/pF7/4ha8ZAACJI2FKuqioSB07dvQ1wze/+U116dIl4R7iDwDwR0Ic7r733nsj/iQYL40YMUIFBQV+xwAAJIiEKOkJEyYoIyPD7xgAAHgq7kv6gQce0JAhQ/yOAQCA5+K6pDt06KDevXurdevWfkcBAMBzcV3SAwYM0Pjx4/2OAQBATMR1SQMAkMgoaQAAHBXX90mXlpZq/fr1kqT09HQNHjzY1zwHDx7UoUOHfM0AAEgccV3SRUVFGjp0qCQpKytLixYt0t133+1bntWrV+u9997zbfsAgMQS1yVdX2VlpX7+85/r1Vdf9S3Dvn37fNs2ACDxJExJS9Lhw4f19ttv+x0DAABPcOEYAACOoqQBAHAUJQ0AgKMoaQAAHEVJAwDgKEoaAABHUdIAADgqoe6TRnK66aab9MYbb/gdA1EqLi7WLbfc4ncMwCmUNOJeenq6Onfu7HcMROmiiy7yOwLgHA53AwDgKEoaAABHUdIAADiKkkbcKy0t1RdffOF3DADwHCWNuLdlyxYtXbrU7xgA4DlKGgAAR1HSAAA4ipJG3OvYsaNyc3P9joEo1NbWqrCw0O8YgHMoacS9fv36acyYMX7HQBSefPJJTZ061e8YgHN44hgAX82ZM0ezZs2StdbvKIBzKGkAvjhz5ozmzZunmTNn6vTp037HAZzE4W7EvcOHD+udd95RaWmp31EQhq1bt2ratGkUNNAEShpxb+vWrbr99tu1efNmv6MAgKcoaQAAHEVJAwDgKEoaAABHUdIAADiKW7AAj0yYMEH/+Mc/PJ/33nvv1c9+9jNP55w6daq2bt3qyVzTpk3TiBEjwhpz+vRpTZo0yZPtA4nMRPoAAWNMtqRyb+MAkcvMzFRqqn+/d544cUK1tbWez9u6dWu1adPG0zkrKyt19uxZT+bKyMhQenp62OPKy/nvA4mruLhYeXl5Qd+vqKhQTk6OJOVYayuCrceeNBLGyZMn/Y4QE9XV1aqurvY7RlBVVVWqqqryOwaQkDgnDQCAoyhpAAAcRUkDAOAoShoAAEclzIVjM2bMUNu2bf2OkXSeeuopffXVV2GPGzRoUNi37QDh2LlzpxYtWuR3DCAqCVHSTz75pKZMmeLr7TfJ6nvf+54GDx6sM2fOhDzmG9/4hpYsWaLc3NwYJkOyO378uM6ePavFixf7HQWIWEIc7u7duzcF7ZPrr79eGzduDHn9Nm3aaNOmTRQ0Yq59+/a67LLL/I4BRCUhShr+6tq1a5M37deXn5+vrKys2AYCgARBSSNql112mSZPnhzSus8++6yMMTFOBACJgZKGJ4YNG6aCgoIm1/n1r3+tSy+9tIUSAUD8o6ThiYsvvliXXHJJ0PczMzPVt29fz59BDQCJjKut4Jlvf/vbKisra/S9goIC3XHHHS2aBwDiHSUNz0yePDnkc9MAgOYlxOHuqVOnqqIi6Cd9AUhCf//73/XKK6/4HQOISkKU9LZt27R//36/YwBwxNGjR5Wfn68DBw74HQWISsIc7r755psjejwlvLN582bt3bu30fdyc3NDvpcaiJa1ls+4RkJImJKG/5577rmghxcnTZqk559/voUTIVllZmZq4sSJevHFF/2OAkQlIQ53S9KxY8f00EMP+R0DQaxcuVLvvfee3zGQJDIyMjRy5Ei/YwBRS5iSrqmp0ebNm1VeXu53lKS0ZMkSvfbaa0Hf//rrr/X555+H9UEcQDSGDh2q6dOn+x0DiErClLQkvf/++3ruuef8jpF0KioqVFhY2GwBT506Neg5a8BrKSkpSktL8zsGEJWEKmn4Y//+/VqwYEFI6z7xxBOy1sY4EQAkhoQr6RdeeEGbN2/2O0bSqKmp0fjx40Nef+nSpaqtrY1hIgBIHAl3dXdJSYl27Nihvn37qlUrN38HKSkpUU1NTcTjU1JSWvxzcisrK3XkyJELlt955536+OOPQ56nqqpKAwcO1PLly0Mek5GR0eRzwZPJqVOndOjQoaDvJ9PPqrmfhaSgj6kF4kXClbQkjR49WtXV1crMzPQ7SqMmT57caOGFKisrS4sWLfIwUfP++te/ena+f9OmTbryyitDXv/aa6/VjBkzPNl2vNu2bZsee+yxoO/36dNHv/rVr1owkX8+++wzPf74437HAGLKRHp+0BiTLYlLqQEAaKC4uLjJBzhVVFQoJydHknKstUGfa+3m8WAAAEBJAwDgKkoaAABHUdIAADiKkgYAwFGUNAAAjqKkAQBwFCUNAICjKGkAABxFSQMA4LH9+/dr3759Uc/DY0EBAIiBXr16afv27Y2+x2NBAQCIc5Q0AACOoqQBAHAUJQ0AgKMoaQAAHEVJAwAQAykpKVHPQUkDAOCxlJQUFRYWRj0PJQ0AQAykp6dHPUeqBzkAAICkAQMGaMKECWrVqpVSU6OvWEoaAACPXH311frpT3/q2Xwc7gYAwFGUNAAAjqKkAQBwFOekAQCIUkpKinr06KE5c+Z4Oi970gAAROGSSy5RUVGRdu3apR49eng6N3vSAABEoF27dho1apRGjx6tvLy8mGyDkgYAIEzGGD3//PMaM2ZMbLdjrY1soDHZksq9jQMAgPuMMaqsrFTbtm0jGl9RUaGcnBxJyrHWVgRbj3PSAAA4ipIGAMBRnJMGACBM1lpNmjRJaWlpYY2rra2VJJ05cyak9TknDQCAf2J2TrpdFGMBAEAzXRrNnrSR1E3SiYgmAAAgubWTdNA2UcQRlzQAAIgtru4GAMBRlDQAAI6ipAEAcBQlDQCAoyhpAAAcRUkDAOAoShoAAEdR0gAAOIqSBgDAUZQ0AACOoqQBAHAUJQ0AgKP+PzqWkGcHIVOfAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,thresh = cv2.threshold(close,50,255,cv2.THRESH_BINARY)\n",
    "PltGRAY('thresh-Card',thresh)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "threshCnts,__=cv2.findContours(thresh.copy(),cv2.RETR_EXTERNAL,cv2.CHAIN_APPROX_SIMPLE)\n",
    "cur_img = card_img.copy()\n",
    "cv2.drawContours(cur_img,threshCnts,-1,(0,0,255),2)\n",
    "PltRGB('result',GetPltImg(cur_img))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "先提取四个大轮廓"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(40, 196, 110, 32),\n",
       " (170, 196, 110, 32),\n",
       " (299, 196, 112, 32),\n",
       " (430, 196, 112, 32)]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "locs = []\n",
    "for (i,c) in enumerate(threshCnts):\n",
    "    #计算外接矩形\n",
    "    (x,y,w,h) = cv2.boundingRect(c)\n",
    "    ar = w/float(h)\n",
    "    if (ar > 2.5)  &   (ar < 4.0):\n",
    "    # 判断合适的长宽比\n",
    "        if ((w > 90) & (w < 140) ) & ( (h > 25) & (h < 45)):\n",
    "            locs.append((x,y,w,h))\n",
    "\n",
    "locs = sorted(locs,key=lambda x : x[0])\n",
    "locs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "PltRGB('img',GetPltImg(card_img))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "再把四个大轮廓中每个小轮廓提取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAekAAADPCAYAAADRTCkIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAAATaElEQVR4nO3dX4wk11XH8d/pnu6Znf2L10bIDthBsiEmEsoLsiJElDyQmD+JcEgscEDmIQIsWcGgIP5YcuzEgQAiYs0DIAsRZCMUxybJAygBIQxYAoGFIj8ksmPZJPYqMesk3p2d3el/l4cZz9Y9PdPdNdXddXr6+5FG6jtVXV1d/07XPXXvtZSSAABAPI26VwAAAOyNIA0AQFAEaQAAgiJIAwAQFEEaAICgCNIAAARFkAYAICiCNAAAQRGkAQAIiiANYJeZ3WlmycxuqHtdABCkAYxhZneZ2Z11rwewjAjSAMa5S9Kdda8EsIwI0kBAZna07nUAUD+CNFAzM/vITh74ZjP7GzP7tqR/35n2ATN72swumdm3zOxvzex73ftvNLPHzewbZnbZzF7ame/kzvQbdpZ/5x6fnczsIyPW7UVJPyTpbTvzJjP7l6l9eQAjrdS9AgB2PSbpOUm/I8nM7HclfVTSpyU9LOkaSXdL+lcze0tK6Ttm1pb0BUmrkh6S9A1J10n6KUmnJL1WcZ1+bWe5G5Ie3PnfNysuE8CECNJAHF9KKf28JJnZ9ZKel3RvSunjr89gZk9I+h9t54k/LulmSW+U9L6U0mcKy3pgGiuUUvqsmX1M0rmU0iPTWCaAyVHdDcTxZ4XXt2n7/Py0mV39+p+275Sfk/T2nflev1N+p5mtz29VAcwDd9JAHC8UXt8oybQdkPfSlaSU0gtm9seSfl3SHWb2b5I+L+mRlFLVqm4ANSNIA3FcKrxuSEqSbpXU32PejddfpJR+w8z+StJ7JP24pDOSftvMbkkpvbSznCFm1pzSegOYEYI0ENPz2r6TfiGl9Oy4mVNKz0h6RtLHzOytkp6S9CuS7pX07Z3ZTrm3XT/huuwZ5AHMHjlpIKYntH0HfZ+ZWXGCbTu98/qEmfkf289IGmj7iW+llM5LOifpx9x8d024Lhc1HOABzAF30kBAKaXnzexeSb8n6QYz+6ykC9p+kvtnJP2FpD+S9A5Jf2pmj0l6Vtvn9C9oO8A/Xljkw5J+y8welvTf2g7YN024Ok9L+tWd9fmqpFdSSv9c7RsCmARBGggqpfT7ZvaspHsk3bfz769L+qK2Hw6TpC9pu530T2u7ffTmzv9uTSn9R2FxD2i7nfXPSnq/pH/Qdr77lQlW5QFtV43/pqTjkp6URJAG5sBSIt0EAEBE5KQBAAiKIA0AQFAEaQAAgiJIAwAQFEEaAICgCNIAAAR14HbSO70gXavtDhYAAEA5xyWdTSPaQlfpzORaSS9VeD8AAMvuDZJe3m9ilSB9QZKO/MRHZa21vecoDrKzslrhowLpux88qVPPenh7jZOEGNpusKlWu571iGTQLbwe1Lce85Q4ScMoxqZGy02cz+BwqXtJl/7uHmlMbXTlbkGttSZrHdln4iEM0g0fpIOM9sfTBXG13DHSJkirX7j0EKQxb6OCdLARXKfbd7f/cochMEe9c0Zc/s6ZoDysWbgwDrbqWw8sp+IPJv8bsRkrSHP/BQBAUARpAACCIkgDABBU9Zx048j2nyQ1rfLiakcOGmWtumcvWvz2LaXtLkOdXj3rgeXkH+jruWckan62iqsJAABBEaQBAAiqenV30xa/mrtYxU31NvbiW2W0C1VgTX7rVuL7GvAt1qj+xly54y25+GbzbVLJ1QUAgKAI0gAABEWQBgAgqOo56X4a7s/6IOaZ104+50CfunBG5aAl8tCzRI4akfS7edl3fz3jbkS50gAAEBRBGgCAoAjSAAAEVT0n3etMafxNl3iqkqOma0+UxfCScfkcdcNdGwYuZwjMUrqcl/treXnKOWrupAEACIogDQBAUARpAACCqp6T7iQp7eSA2zY8bT9+3p7LGzdLDA9WNgftm0X3CjmG3ma+KL/sQ8KKOf+V9Xziisux1KWX536SzwV1KrRv9zlofyrM8jEGyz/L2oXt32jl89bZHrubD9mXOoVzo86+Bhr5tcFahfJUno+JLxX2jXXzg3UwuOxnXwiNRn7dSa38uZBsP0fir0up8D2mcDxyJw0AQFAEaQAAgiJIAwAQVPWcdNuk1k5+0+egfd65aNy8W3k+TKuFfETVdtAu17nx+XvKvf+QO/buT+b/mGeO+vLG7suNv//w/D43iGO3P+T+czQvzjJH7foofs9N+X5/9P5fnt1nV3D0vVeOV1s7lk8cDOa8NrOROhez8sUnlu/cOHrbH+6+tvbREXPWrNhu35+uB8hRcycNAEBQBGkAAIIiSAMAENT82kmPyk/vt9xMIUddtemZawudSYezXfRI5tusu+0zy5y0fz6gmIdewn2x4fbFsZ/783yGMv0HlOVy0o/e/8F8epT94Y/XQeHasHIin9ZZzJx0cm3Uh3LQUfbFHF0s7PficwhSsDbUxT4D+u5YXSEnDQDAoUGQBgAgqOrV3fNS7Pqu535brJb7GmW6+jx//kJWfvns2ay8sZE3jei5aqp5OfVdV2Xl777mmqx8+nQ+fRS/fSoMGjr+s3yXeiMs5b7o5KmHmVbrjWse4quZp+TVc69m5TLbZ4gf1tKPONpx3ZkG5bv6HGUZz4uh7ROpujvjjrfitXXC7lu5kwYAICiCNAAAQRGkAQAIarrdglbRc3X3NqLpRHLTttx7S+aoRzl37v+y8hf/8Z+y8tPP5fm0upw6mXeHeOs73pqX337LPFdnciWGmxy7L17Mc3N1ObWeJ0Ir7Qs/JOQstfPz5tj7/iQrf+DNR3Zfb75W7bgvbqMzV5/OJ06zedGC5qjLDDe5jNcov30aOn7wFZunYvOsCYd35U4aAICgCNIAAARFkAYAIKjZdgvq5ytquPp4n2cuw7/XV/VX7Ua04PlX8jaGTzzvNuHK+vQ+rAzXledbfjhGfnaWhvbF113CsXlEtehfyooLsy98/nY9zyE+8pVi/tZ1v1n2o7auHK9nKi2p7Ae779jwXYzmXaMuIn9ePP6iOy/acxx6tujFPI+8MOdFzbiTBgAgKII0AABBEaQBAAhqfn13m8v1zHKkNd+va9M3jjy41VWXz1nx/YjXlO9ZQkP7ounyi+2ang/w3S43FqeL/IzP37aK5Wp9Jc+yP/hSmv4+pZUXFzBHPXRetPPvWNewjss3uOYeikNX+mEs98GdNAAAQRGkAQAIiiANAEBQ002W+bbQPg9dF9+3N+rj26y3p9iIfZrMNbbv+fxRYfrAt9N3x/2A429hDOWoC2W/n4FxJsw7j8KdNAAAQRGkAQAIiiANAEBQ1XPSjf6Vfrir9L89S269rD/5GMaoaCgH7dpo9mtqQ9x3x+oU28MmcpeHR7PQbnqwtf98wOumkIcu4k4aAICgCNIAAARVva4xpbjV3PvpT94k5nuuvS4r33zjG7Py4KmnsrJt1TM8onVcVVyJ7zhVvnr7SE3DRe6lu4DVlV23H33TMN91J2an7S6XHZrWLaUpV2ePw500AABBEaQBAAiKIA0AQFALOobe/Kyv5U2Gfun2W0eWl1Kxa8/29IYFLS25fO0i5qCd1MzznubzoH5zk6OeHb9t/bYnR304zTkH7XEnDQBAUARpAACCIkgDABAUOWmUt+q69mzF+K2Xei5/W2d+fF58HrRFTnpuyFEfTjXnoL0YV1cAADCEIA0AQFAEaQAAglrKnHTywyUWWax8xEG9eu7VrHz69FUHX9gRt72a/LYLq9g2vDXiOMf0+Rx1w11LGCI3pmA5aI+rLQAAQRGkAQAIiiANAEBQS5mTtmaeq7vp/Q/uvn7XTWvZtO+8tjGXdarq1MljWfnM1afzGVKafGHr7rAgB72YGHu6XkPnTevKy353rqsCJ3geuoirLwAAQRGkAQAIiiANAEBQS5mTViP/2mc3ruTq/vK/fFvGMf0/N90mXKlpk/Y2s+KZKssycpeHQm+Ql5vs11qtFO6JBm5f+LHQUc0C5ZzH4U4aAICgCNIAAAS1nNXd5n6bFGuehqoEyw53WFj26nJuXgQx8NXd9axGKL5Z2taWm+6bKhbO4UYrn1SlaWLbXRs6B18UdKiqtz3upAEACIogDQBAUARpAACCImk6bamQB9zq5dPIUaNOy9hNqP/Om3k3vxuPfWjk2++471O7rz/37OV8YnOKQ4H6HDWwgztpAACCIkgDABAUQRoAgKBIhMxScu1Uey5HPc0uRNut8fMAy6aTn3NDOegxQ7g+alfa3x597yezadaaYk7ameWysVi4kwYAICiCNAAAQRGkAQAIipz0PPmhA313s2Wara67PsV9H8QAJPXGzzKpNMVlARPiThoAgKAI0gAABEWQBgAgKHLS8+TbTXfdILLNEWNXHzniljWdVQIwodQfPw8wZdxJAwAQFEEaAICgCNIAAARFTrpO4/r2Pn58fuuCw28Zxo8GDhnupAEACIogDQBAUFR316nlNr8furLfvfK6yVCUABZM3/d9jLK4kwYAICiCNAAAQRGkAQAIipz0PK25vLKNaRLTKTTJWnHztvh9hTEaPMeAOSMHPXVc6QEACIogDQBAUARpAACCIic9S2sjhp4sq7eVlxur01s2Dqcmv8Ehme9/wT8LU2UITnLQM8dZDABAUARpAACCIkgDABAUOemqzP3OWZ3TJu24HLW6e852mJw8eSorX3eNG8qz83JWTDNen311Ltf1yVK7cPxV3QDmcpXFdvtyw6qWlLY2K70/W1b3yrlg3Ysz+5yoxp0XqfvNrGyNPI+c0nyuHXbp8O+LWeBOGgCAoAjSAAAERZAGACAoctJl1ZWDdtIgz3v+6HWHf1eePn1VVn7n234kK588/bV5rs7Ebnnz942cfv78hd3XJ8ou3PfPnSr87vY56M2NrLjx2IcOvuwRvvzlr2TlN417Q8qT7Zs2eVvd0p+1AEqfFw13rRhUe77goMqcF9IBzo1DgjtpAACCIkgDABAUQRoAgKAOfyKzqhX3O8b3gzsvrn9dn4P+wpm73fy1tRIux/bfnpuX87bg62t5f+Vv+sEfGFleFC+fPbv72ufdzFzO2eegp9k/dyfPTQ7loGd0TFXOC5dYr0XJQdvK6LHAi+fGMpwXUn5umE1xXITguJMGACAogjQAAEFR3e2tumHc/LBuQYyr3h5XVaxRzVZGVEFPm7XX9522fmQtK59/7XxWPnHCdQsa1NC+cN+rWAX7kx+8P5tmF1wF+CyHn6wyZOEh8b9feykrX194Pa4KeqqaR0ZOLh5Dy3BeSO7c+NaaFsKoc2rC8407aQAAgiJIAwAQFEEaAICgyElL0toCPM7vcuPH3v2JrLzhcsz7Z3q3PfDgH+y+/uqreW7Ezq762WfHNSk6dvtDu69v+/581r8+uZgdA/p9Udz2kvSfL17aff3k+byLR63MMffWzPfFHfd9Kis/WqL7zUV1vSv/4t1X8qDpbH5PY10/XKzjm8tpMGJm9+xLc//zQsrPjWU4LyTpyVeuvMNac3w+oKwpP9vBnTQAAEERpAEACIogDQBAUJYO2NWfmZ2Q9Nr6uz4hax0gb+aHfKwijcr17PFZNQ0vOVU+79G95MqdrDho5F0+FrvVs/Vj+XvXXLYozbGteL+wLwfdfDU6m/m8qZ4h9ipz7dCztuKz7PazLJdzzba/3/b+eOzl1xW7lB+PYfm8e6vQXrnpnl2Z5jVsHH+N6xe3p9u2ndHnRWrm53NqTZ5DbQzyY3eQxuzXEsfvUFef7TU3vXBuROq/4oA56NS9pM3PfViSTqaUzu83H3fSAAAERZAGACAogjQAAEHNNjlbzNnMMg/sUwIN949I+Ytp8d+p7fLKLr0z8tfYmJT+XBVzWM28vba15th+G1KrxPbvuNxk37UhHtdwH6P5/HfWft49EzTmUutbu9u4Z3qK3GVn6LrSd9feKteW7qh/uInJrUmZ5wXaJdv/991zXM3Z9h/AnTQAAEERpAEACIogDQBAUNUTxWZX6v/ran+86nJlLffbo+8SI50xfe4uu02XX1x3Ce55tptGTJdcu/ytBW2zjrh6JfrwGPgHk0q0XR7XhL83xWN7pRAje0NJ9z1xJw0AQFAEaQAAgiJIAwAQVPUk8uqK1JpzLrrtctDj+of10/37yVGP5vsCbpGTXgrm8noXC3nozsH6/AfC8X1v+3bQ01TMb0+Y6+ZOGgCAoAjSAAAEtThjNhabAfku4Moaqv4ubIYxw7wtpZ5rwuaHp2u7JlpYTL6p4pZrZkUVNw6LYhX3LKu3p4A7aQAAgiJIAwAQFEEaAICg4uSkm37oRd8V5Sw/u1UokJMeyw9H1y90b5dtS4TWdTnoyxfzcomeFYHQ5tnMasq4kwYAICiCNAAAQRGkAQAIqr6c9LgctLnfD8nlz2bFr5fPv2JYsW15222/cV22Yn46rn37Jt3h4pCa5vCSNeMKCgBAUARpAACCqlzdnbqXD/bGgR9JyVUr11Xd3XVVglR3l2NuP/X5HRiGP7a7VHdDUppic6S6rpf+KyxAdXfqTRY7LR1wB5nZdZJeOtCbAQCAJL0hpfTyfhOrBGmTdK2kCwdcMQAAltlxSWfTiEB84CANAABmi4QhAABBEaQBAAiKIA0AQFAEaQAAgiJIAwAQFEEaAICgCNIAAARFkAYAICiCNAAAQRGkAQAIiiANAEBQBGkAAIL6f1wBYwAQ+5lxAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "group_cnts_Output = []\n",
    "group_img_Output = []\n",
    "for i,(gX,gY,gW,gH) in enumerate(locs):\n",
    "                    # 从上到下，从左到右      y，x\n",
    "    group = gray_card[gY-5:gY+gH+5,gX-5:gX+gW+5]\n",
    "    group_RGB = card_img[gY-5:gY+gH+5,gX-5:gX+gW+5]\n",
    "    PltGRAY('slice',group)\n",
    "    __,group = cv2.threshold(group,135,255,cv2.THRESH_BINARY)\n",
    "    group_img_Output.append(group)\n",
    "    PltGRAY('BIN',group)\n",
    "    threshCnts,__=cv2.findContours(group.copy(),cv2.RETR_EXTERNAL,cv2.CHAIN_APPROX_SIMPLE)\n",
    "    digitsCnts,__ = sort_contours(threshCnts,method=\"left-to-right\")\n",
    "    group_cnts_Output.append(digitsCnts)\n",
    "    cur_img = group_RGB.copy()\n",
    "    cv2.drawContours(cur_img,digitsCnts,-1,(0,0,255),1)\n",
    "    PltRGB('result',GetPltImg(cur_img))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对每组进行依次匹配"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QNPGo+wIbQLukweIRgVp14AA8Pt40AYwIHGBE4AAjAgcYETjAiMABRgQOMCJwgBGBA4wIHGBE4AAjAgcY/T/xwahEQhBGtwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第1组识别结果为： ['4', '0', '0', '0']\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第2组识别结果为： ['1', '2', '3', '4']\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第3组识别结果为： ['5', '6', '7', '8']\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第4组识别结果为： ['9', '0', '1', '0']\n"
     ]
    }
   ],
   "source": [
    "final_res = []\n",
    "for i in range(len(group_cnts_Output)):\n",
    "    group_reult_Output=[]\n",
    "    for c in group_cnts_Output[i]:\n",
    "        (x,y,w,h) = cv2.boundingRect(c)\n",
    "        roi = group_img_Output[i][y:y+h,x:x+w]\n",
    "        roi = cv2.resize(roi,(57,88))\n",
    "        PltGRAY('each',roi)\n",
    "        scores = []\n",
    "        for num,digitROI in digits.items():\n",
    "            result = cv2.matchTemplate(roi,digitROI,cv2.TM_CCOEFF_NORMED)\n",
    "            __,score,__,__= cv2.minMaxLoc(result)\n",
    "            scores.append(score)\n",
    "        group_reult_Output.append(str(np.argmax(scores)))\n",
    "    print('第{}组识别结果为：'.format(i+1),group_reult_Output)\n",
    "    final_res.append(group_reult_Output)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最终的识别结果为: [['4', '0', '0', '0'], ['1', '2', '3', '4'], ['5', '6', '7', '8'], ['9', '0', '1', '0']]\n"
     ]
    }
   ],
   "source": [
    "PltRGB('result',GetPltImg(card_img))\n",
    "print(\"最终的识别结果为:\",final_res)"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "4ce0e62306dd6a5716965d4519ada776f947e6dfc145b604b11307c10277ef29"
  },
  "kernelspec": {
   "display_name": "Python 3.8.9 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.9"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
